{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "# 导入相关的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.family']=['sans-serif']\n",
    "plt.rcParams['font.sans-serif']='SimHei'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "# 任务1：数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hidden": true,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  update_time            id                                  title  price  \\\n",
       "0  2016/11/14  A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "1  2016/11/14  A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2  2016/11/14  A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "3  2016/11/14  A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "4  2016/11/14  A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "   sale_count  comment_count   店名  \n",
       "0     26719.0         2704.0  自然堂  \n",
       "1      8122.0         1492.0  自然堂  \n",
       "2     12668.0          589.0  自然堂  \n",
       "3     25805.0         4287.0  自然堂  \n",
       "4      5196.0          618.0  自然堂  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_csv('beautymakeup.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27598, 7)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据的结构\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 查看各字段信息\n",
    "# data.info()\n",
    "# data.describe()\n",
    "# data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 查看店名字段的具体值\n",
    "# data.groupby(['店名']).size()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 任务2：数据清洗"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## 重复数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 对重复数据做删除处理\n",
    "data[data.duplicated()]\n",
    "# 删除重复数据\n",
    "data.drop(index=data[data.duplicated()].index,inplace=True)\n",
    "# 重置索引\n",
    "data.reset_index(inplace=True)\n",
    "# data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "\n",
    "\n",
    "    说明：比较去重前的数据，可以发现 27598-27512 = 86 ，说明有86条数据是重复的，已经被删除\n",
    "\n",
    "注意：上述代码虽然删除了重复值，但索引未变，因此应用以下方法进行重置索引："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## 缺失值处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>2011</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A527960599636</td>\n",
       "      <td>Shu uemura植村秀新无色限唇膏 口红 长效保湿滋润 显色持久 正品</td>\n",
       "      <td>215.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>植村秀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>2012</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A528013549083</td>\n",
       "      <td>Shu uemura植村秀晶萃溢彩肌底液30ml 面部精华</td>\n",
       "      <td>590.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>植村秀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>2013</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A528030330786</td>\n",
       "      <td>Shu uemura 植村秀无色限柔雾唇膏 哑光口红 保湿持久 高饱和显色</td>\n",
       "      <td>215.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>植村秀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>2014</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A528091449317</td>\n",
       "      <td>shu uemura植村秀无色限唇颊缤纷霜 腮红 口红两用 唇彩 正品</td>\n",
       "      <td>220.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>植村秀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>2015</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A528191935022</td>\n",
       "      <td>Shu uemura植村秀韵眉膏 染眉膏 多维度丰眉刷头</td>\n",
       "      <td>280.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>植村秀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27507</th>\n",
       "      <td>27593</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535642405757</td>\n",
       "      <td>SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致</td>\n",
       "      <td>590.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SKII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27508</th>\n",
       "      <td>27594</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535911851408</td>\n",
       "      <td>SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈</td>\n",
       "      <td>590.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SKII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27509</th>\n",
       "      <td>27595</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A537027211850</td>\n",
       "      <td>SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SKII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27510</th>\n",
       "      <td>27596</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538212160126</td>\n",
       "      <td>SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SKII</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27511</th>\n",
       "      <td>27597</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538677326709</td>\n",
       "      <td>SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SKII</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2350 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index update_time             id  \\\n",
       "1996    2011  2016/11/14  A527960599636   \n",
       "1997    2012  2016/11/14  A528013549083   \n",
       "1998    2013  2016/11/14  A528030330786   \n",
       "1999    2014  2016/11/14  A528091449317   \n",
       "2000    2015  2016/11/14  A528191935022   \n",
       "...      ...         ...            ...   \n",
       "27507  27593   2016/11/5  A535642405757   \n",
       "27508  27594   2016/11/5  A535911851408   \n",
       "27509  27595   2016/11/5  A537027211850   \n",
       "27510  27596   2016/11/5  A538212160126   \n",
       "27511  27597   2016/11/5  A538677326709   \n",
       "\n",
       "                                         title   price  sale_count  \\\n",
       "1996     Shu uemura植村秀新无色限唇膏 口红 长效保湿滋润 显色持久 正品   215.0         NaN   \n",
       "1997             Shu uemura植村秀晶萃溢彩肌底液30ml 面部精华   590.0         NaN   \n",
       "1998     Shu uemura 植村秀无色限柔雾唇膏 哑光口红 保湿持久 高饱和显色   215.0         NaN   \n",
       "1999       shu uemura植村秀无色限唇颊缤纷霜 腮红 口红两用 唇彩 正品   220.0         NaN   \n",
       "2000              Shu uemura植村秀韵眉膏 染眉膏 多维度丰眉刷头   280.0         NaN   \n",
       "...                                        ...     ...         ...   \n",
       "27507       SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致   590.0         NaN   \n",
       "27508     SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈   590.0         NaN   \n",
       "27509     SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护  1740.0         NaN   \n",
       "27510  SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修  1190.0         NaN   \n",
       "27511          SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修  1190.0         NaN   \n",
       "\n",
       "       comment_count    店名  \n",
       "1996             NaN   植村秀  \n",
       "1997             NaN   植村秀  \n",
       "1998             NaN   植村秀  \n",
       "1999             NaN   植村秀  \n",
       "2000             NaN   植村秀  \n",
       "...              ...   ...  \n",
       "27507            NaN  SKII  \n",
       "27508            NaN  SKII  \n",
       "27509            NaN  SKII  \n",
       "27510            NaN  SKII  \n",
       "27511            NaN  SKII  \n",
       "\n",
       "[2350 rows x 8 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 首先查看缺失值：\n",
    "data[data.sale_count.isnull()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "说明：从上述结果可以看出，有两列数据存在缺失值：sale_count, comment_count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "接下来要做的事情就是将缺失值用各列的众数去进行填充，首先，第一步是计算出各自相应列的众数\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 查看sale_count列的众数,出来的是一个Series结构\n",
    "data.sale_count.mode()\n",
    "# 取出sale_count 的众数值\n",
    "data.sale_count.mode()[0]\n",
    "# 给sale_count的空值进行填充\n",
    "data.sale_count.fillna(value=data.sale_count.mode()[0],inplace=True)\n",
    "# 查看数据的信息\n",
    "# data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "# 查看comment_count列空值\n",
    "data[data.comment_count.isnull()]\n",
    "# 查看comment_count列的众数\n",
    "data.comment_count.mode()\n",
    "# 对comment_count的空值进行填充\n",
    "data.comment_count.fillna(value=data.comment_count.mode()[0],inplace=True)\n",
    "# data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "说明：从上述结果可以看出，此处两列的众数均为0，且由标签数据含义可知销售量和评论数有可能存在为0的情况，因此使用0来填充缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "index            0\n",
       "update_time      0\n",
       "id               0\n",
       "title            0\n",
       "price            0\n",
       "sale_count       0\n",
       "comment_count    0\n",
       "店名               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看表中是否还有空值\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取表格中有用信息并新增为列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\阚其禄\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.656 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>item_name_cut</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂, ,雪域,精粹,纯粹,滋润霜,50g, ,补水,保湿, ,滋润,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,凝,时鲜,颜肌活,乳液,120ML, ,淡化,细纹,补水,滋润,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,活泉,保湿,修护,精华,水,（,滋润,型,135ml, ,补水,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂, ,男士,劲爽,控油,洁面膏, ,100g, ,深层,清洁, ,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,雪域,精粹,纯粹,滋润霜,（,清爽型,）,50g,补水,保湿,滋润霜</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27507</th>\n",
       "      <td>27593</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535642405757</td>\n",
       "      <td>SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II,【,11,-,11,】,全新,大,眼,眼霜,skii,放大,双眼,眼部,修护...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27508</th>\n",
       "      <td>27594</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535911851408</td>\n",
       "      <td>SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skii,大眼,眼霜,sk2,眼部,修护,精华,霜...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27509</th>\n",
       "      <td>27595</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A537027211850</td>\n",
       "      <td>SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skii,前男友,护肤,面膜,sk2,精华,面膜,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27510</th>\n",
       "      <td>27596</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538212160126</td>\n",
       "      <td>SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skiisk2,神仙,水,护肤,精华,油,面部,套...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27511</th>\n",
       "      <td>27597</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538677326709</td>\n",
       "      <td>SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II,【,11,-,11,】,神仙,水,护肤,精华,油,面部,套装,滋润,补水,密集,修</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27512 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index update_time             id  \\\n",
       "0          0  2016/11/14   A18164178225   \n",
       "1          1  2016/11/14   A18177105952   \n",
       "2          2  2016/11/14   A18177226992   \n",
       "3          3  2016/11/14   A18178033846   \n",
       "4          4  2016/11/14   A18178045259   \n",
       "...      ...         ...            ...   \n",
       "27507  27593   2016/11/5  A535642405757   \n",
       "27508  27594   2016/11/5  A535911851408   \n",
       "27509  27595   2016/11/5  A537027211850   \n",
       "27510  27596   2016/11/5  A538212160126   \n",
       "27511  27597   2016/11/5  A538677326709   \n",
       "\n",
       "                                         title   price  sale_count  \\\n",
       "0          CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜   139.0     26719.0   \n",
       "1         CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品   194.0      8122.0   \n",
       "2         CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水    99.0     12668.0   \n",
       "3        CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶    38.0     25805.0   \n",
       "4           CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜   139.0      5196.0   \n",
       "...                                        ...     ...         ...   \n",
       "27507       SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致   590.0         0.0   \n",
       "27508     SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈   590.0         0.0   \n",
       "27509     SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护  1740.0         0.0   \n",
       "27510  SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修  1190.0         0.0   \n",
       "27511          SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修  1190.0         0.0   \n",
       "\n",
       "       comment_count    店名                                      item_name_cut  \n",
       "0             2704.0   自然堂  CHANDO,/,自然,堂, ,雪域,精粹,纯粹,滋润霜,50g, ,补水,保湿, ,滋润,...  \n",
       "1             1492.0   自然堂  CHANDO,/,自然,堂,凝,时鲜,颜肌活,乳液,120ML, ,淡化,细纹,补水,滋润,...  \n",
       "2              589.0   自然堂  CHANDO,/,自然,堂,活泉,保湿,修护,精华,水,（,滋润,型,135ml, ,补水,...  \n",
       "3             4287.0   自然堂  CHANDO,/,自然,堂, ,男士,劲爽,控油,洁面膏, ,100g, ,深层,清洁, ,...  \n",
       "4              618.0   自然堂   CHANDO,/,自然,堂,雪域,精粹,纯粹,滋润霜,（,清爽型,）,50g,补水,保湿,滋润霜  \n",
       "...              ...   ...                                                ...  \n",
       "27507            0.0  SKII  SK,-,II,【,11,-,11,】,全新,大,眼,眼霜,skii,放大,双眼,眼部,修护...  \n",
       "27508            0.0  SKII  SK,-,II, ,11,-,11,预售,skii,大眼,眼霜,sk2,眼部,修护,精华,霜...  \n",
       "27509            0.0  SKII  SK,-,II, ,11,-,11,预售,skii,前男友,护肤,面膜,sk2,精华,面膜,...  \n",
       "27510            0.0  SKII  SK,-,II, ,11,-,11,预售,skiisk2,神仙,水,护肤,精华,油,面部,套...  \n",
       "27511            0.0  SKII  SK,-,II,【,11,-,11,】,神仙,水,护肤,精华,油,面部,套装,滋润,补水,密集,修  \n",
       "\n",
       "[27512 rows x 9 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import jieba\n",
    "# 将上述结果添加为data结果集中新的一列\n",
    "def word_segmentation(sentence):\n",
    "#     分词处理，以逗号分隔\n",
    "    return ','.join([x for x in jieba.cut(sentence)])\n",
    "# 添加新的一列\n",
    "data['item_name_cut']=data.title.apply(word_segmentation)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'套装': ('护肤品', '套装'),\n",
       " '乳液': ('护肤品', '乳液类'),\n",
       " '美白乳': ('护肤品', '乳液类'),\n",
       " '润肤乳': ('护肤品', '乳液类'),\n",
       " '凝乳': ('护肤品', '乳液类'),\n",
       " '柔肤液': ('护肤品', '化妆水'),\n",
       " '亮肤乳': ('护肤品', '乳液类'),\n",
       " '菁华乳': ('护肤品', '乳液类'),\n",
       " '修护乳': ('护肤品', '乳液类'),\n",
       " '眼霜': ('护肤品', '眼部护理'),\n",
       " '眼部精华': ('护肤品', '眼部护理'),\n",
       " '眼膜': ('护肤品', '眼部护理'),\n",
       " '面膜': ('护肤品', '面膜类'),\n",
       " '洗面': ('护肤品', '清洁类'),\n",
       " '洁面': ('护肤品', '清洁类'),\n",
       " '清洁': ('护肤品', '清洁类'),\n",
       " '卸妆': ('护肤品', '清洁类'),\n",
       " '洁颜': ('护肤品', '清洁类'),\n",
       " '洗颜': ('护肤品', '清洁类'),\n",
       " '去角质': ('护肤品', '清洁类'),\n",
       " '磨砂': ('护肤品', '清洁类'),\n",
       " '化妆水': ('护肤品', '化妆水'),\n",
       " '爽肤水': ('护肤品', '化妆水'),\n",
       " '柔肤水': ('护肤品', '化妆水'),\n",
       " '补水露': ('护肤品', '化妆水'),\n",
       " '凝露': ('护肤品', '化妆水'),\n",
       " '精粹水': ('护肤品', '化妆水'),\n",
       " '亮肤水': ('护肤品', '化妆水'),\n",
       " '润肤水': ('护肤品', '化妆水'),\n",
       " '保湿水': ('护肤品', '化妆水'),\n",
       " '菁华水': ('护肤品', '化妆水'),\n",
       " '保湿喷雾': ('护肤品', '化妆水'),\n",
       " '舒缓喷雾': ('护肤品', '化妆水'),\n",
       " '面霜': ('护肤品', '面霜类'),\n",
       " '日霜': ('护肤品', '面霜类'),\n",
       " '晚霜': ('护肤品', '面霜类'),\n",
       " '柔肤霜': ('护肤品', '面霜类'),\n",
       " '滋润霜': ('护肤品', '面霜类'),\n",
       " '保湿霜': ('护肤品', '面霜类'),\n",
       " '凝霜': ('护肤品', '面霜类'),\n",
       " '日间霜': ('护肤品', '面霜类'),\n",
       " '晚间霜': ('护肤品', '面霜类'),\n",
       " '乳霜': ('护肤品', '面霜类'),\n",
       " '修护霜': ('护肤品', '面霜类'),\n",
       " '亮肤霜': ('护肤品', '面霜类'),\n",
       " '底霜': ('护肤品', '面霜类'),\n",
       " '菁华霜': ('护肤品', '面霜类'),\n",
       " '精华液': ('护肤品', '精华类'),\n",
       " '精华水': ('护肤品', '精华类'),\n",
       " '精华露': ('护肤品', '精华类'),\n",
       " '精华素': ('护肤品', '精华类'),\n",
       " '防晒霜': ('护肤品', '防晒类'),\n",
       " '防晒喷雾': ('护肤品', '防晒类'),\n",
       " '唇釉': ('化妆品', '口红类'),\n",
       " '口红': ('化妆品', '口红类'),\n",
       " '唇彩': ('化妆品', '口红类'),\n",
       " '散粉': ('化妆品', '底妆类'),\n",
       " '蜜粉': ('化妆品', '底妆类'),\n",
       " '粉底液': ('化妆品', '底妆类'),\n",
       " '定妆粉 ': ('化妆品', '底妆类'),\n",
       " '气垫': ('化妆品', '底妆类'),\n",
       " '粉饼': ('化妆品', '底妆类'),\n",
       " 'BB': ('化妆品', '底妆类'),\n",
       " 'CC': ('化妆品', '底妆类'),\n",
       " '遮瑕': ('化妆品', '底妆类'),\n",
       " '粉霜': ('化妆品', '底妆类'),\n",
       " '粉底膏': ('化妆品', '底妆类'),\n",
       " '粉底霜': ('化妆品', '底妆类'),\n",
       " '眉粉': ('化妆品', '眼部彩妆'),\n",
       " '染眉膏': ('化妆品', '眼部彩妆'),\n",
       " '眼线': ('化妆品', '眼部彩妆'),\n",
       " '眼影': ('化妆品', '眼部彩妆'),\n",
       " '睫毛膏': ('化妆品', '眼部彩妆'),\n",
       " '鼻影': ('化妆品', '修容类'),\n",
       " '修容粉': ('化妆品', '修容类'),\n",
       " '高光': ('化妆品', '修容类'),\n",
       " '腮红': ('化妆品', '修容类'),\n",
       " '其他': ('其他', '其他')}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 给商品添加分类\n",
    "sub_type = []   #子类别\n",
    "main_type = []  #主类别\n",
    "sp_name=[]\n",
    "# 读取文件\n",
    "with open('category.txt','r',encoding='utf-8-sig') as f:\n",
    "#     读取所有的行\n",
    "    for i in f.readlines():\n",
    "#         去重左右两边无效字符，以空格分隔，\n",
    "        c=i.strip().split('\\t')\n",
    "#        添加主类别、子类别，和剩余的信息\n",
    "        main_type.append(c[0])\n",
    "        sub_type.append(c[1]) \n",
    "        sp_name.append(c[2:])\n",
    "# 将主类别和子类别进行打包\n",
    "r=[]\n",
    "for i in zip(main_type,sub_type):\n",
    "   r.append(i)\n",
    "res_d = {}\n",
    "# 将剩余的信息进行拼凑，以字典形式展开\n",
    "for i in range(len(r)):\n",
    "    for j in range(len(sp_name[i])):\n",
    "        res_d[sp_name[i][j]]=r[i]\n",
    "res_d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>item_name_cut</th>\n",
       "      <th>main_type</th>\n",
       "      <th>sub_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂, ,雪域,精粹,纯粹,滋润霜,50g, ,补水,保湿, ,滋润,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,凝,时鲜,颜肌活,乳液,120ML, ,淡化,细纹,补水,滋润,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>乳液类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,活泉,保湿,修护,精华,水,（,滋润,型,135ml, ,补水,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>化妆水</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂, ,男士,劲爽,控油,洁面膏, ,100g, ,深层,清洁, ,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>清洁类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,雪域,精粹,纯粹,滋润霜,（,清爽型,）,50g,补水,保湿,滋润霜</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27507</th>\n",
       "      <td>27593</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535642405757</td>\n",
       "      <td>SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II,【,11,-,11,】,全新,大,眼,眼霜,skii,放大,双眼,眼部,修护...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>眼部护理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27508</th>\n",
       "      <td>27594</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535911851408</td>\n",
       "      <td>SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skii,大眼,眼霜,sk2,眼部,修护,精华,霜...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>眼部护理</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27509</th>\n",
       "      <td>27595</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A537027211850</td>\n",
       "      <td>SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skii,前男友,护肤,面膜,sk2,精华,面膜,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面膜类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27510</th>\n",
       "      <td>27596</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538212160126</td>\n",
       "      <td>SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skiisk2,神仙,水,护肤,精华,油,面部,套...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>套装</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27511</th>\n",
       "      <td>27597</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538677326709</td>\n",
       "      <td>SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II,【,11,-,11,】,神仙,水,护肤,精华,油,面部,套装,滋润,补水,密集,修</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>套装</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27512 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index update_time             id  \\\n",
       "0          0  2016/11/14   A18164178225   \n",
       "1          1  2016/11/14   A18177105952   \n",
       "2          2  2016/11/14   A18177226992   \n",
       "3          3  2016/11/14   A18178033846   \n",
       "4          4  2016/11/14   A18178045259   \n",
       "...      ...         ...            ...   \n",
       "27507  27593   2016/11/5  A535642405757   \n",
       "27508  27594   2016/11/5  A535911851408   \n",
       "27509  27595   2016/11/5  A537027211850   \n",
       "27510  27596   2016/11/5  A538212160126   \n",
       "27511  27597   2016/11/5  A538677326709   \n",
       "\n",
       "                                         title   price  sale_count  \\\n",
       "0          CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜   139.0     26719.0   \n",
       "1         CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品   194.0      8122.0   \n",
       "2         CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水    99.0     12668.0   \n",
       "3        CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶    38.0     25805.0   \n",
       "4           CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜   139.0      5196.0   \n",
       "...                                        ...     ...         ...   \n",
       "27507       SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致   590.0         0.0   \n",
       "27508     SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈   590.0         0.0   \n",
       "27509     SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护  1740.0         0.0   \n",
       "27510  SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修  1190.0         0.0   \n",
       "27511          SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修  1190.0         0.0   \n",
       "\n",
       "       comment_count    店名                                      item_name_cut  \\\n",
       "0             2704.0   自然堂  CHANDO,/,自然,堂, ,雪域,精粹,纯粹,滋润霜,50g, ,补水,保湿, ,滋润,...   \n",
       "1             1492.0   自然堂  CHANDO,/,自然,堂,凝,时鲜,颜肌活,乳液,120ML, ,淡化,细纹,补水,滋润,...   \n",
       "2              589.0   自然堂  CHANDO,/,自然,堂,活泉,保湿,修护,精华,水,（,滋润,型,135ml, ,补水,...   \n",
       "3             4287.0   自然堂  CHANDO,/,自然,堂, ,男士,劲爽,控油,洁面膏, ,100g, ,深层,清洁, ,...   \n",
       "4              618.0   自然堂   CHANDO,/,自然,堂,雪域,精粹,纯粹,滋润霜,（,清爽型,）,50g,补水,保湿,滋润霜   \n",
       "...              ...   ...                                                ...   \n",
       "27507            0.0  SKII  SK,-,II,【,11,-,11,】,全新,大,眼,眼霜,skii,放大,双眼,眼部,修护...   \n",
       "27508            0.0  SKII  SK,-,II, ,11,-,11,预售,skii,大眼,眼霜,sk2,眼部,修护,精华,霜...   \n",
       "27509            0.0  SKII  SK,-,II, ,11,-,11,预售,skii,前男友,护肤,面膜,sk2,精华,面膜,...   \n",
       "27510            0.0  SKII  SK,-,II, ,11,-,11,预售,skiisk2,神仙,水,护肤,精华,油,面部,套...   \n",
       "27511            0.0  SKII  SK,-,II,【,11,-,11,】,神仙,水,护肤,精华,油,面部,套装,滋润,补水,密集,修   \n",
       "\n",
       "      main_type sub_type  \n",
       "0           护肤品      面霜类  \n",
       "1           护肤品      乳液类  \n",
       "2           护肤品      化妆水  \n",
       "3           护肤品      清洁类  \n",
       "4           护肤品      面霜类  \n",
       "...         ...      ...  \n",
       "27507       护肤品     眼部护理  \n",
       "27508       护肤品     眼部护理  \n",
       "27509       护肤品      面膜类  \n",
       "27510       护肤品       套装  \n",
       "27511       护肤品       套装  \n",
       "\n",
       "[27512 rows x 11 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 判断主类别\n",
    "def func_main(x):\n",
    "#     先用逗号隔开，再进行遍历\n",
    "    x=x.split(',')\n",
    "    a=[]\n",
    "    b=[]\n",
    "    for i in x:\n",
    "        if i in list(res_d.keys()):#判断该行中的词是否在字典的的key中，若存在，则加入列表中\n",
    "            a.append(res_d[i][0])#取出字典中值的第一个主类别。\n",
    "        else:\n",
    "            b.append('其他')\n",
    "    if len(a)>=1:\n",
    "        return a[0]\n",
    "    else:\n",
    "        return b[0]\n",
    "# 判断子类别\n",
    "def func_sub(x):\n",
    "    x=x.split(',')\n",
    "    a=[]\n",
    "    b=[]\n",
    "    for i in x:\n",
    "        if i in list(res_d.keys()):\n",
    "            a.append(res_d[i][1])\n",
    "        else:\n",
    "            b.append('其他')\n",
    "    if len(a)>=1:\n",
    "        return a[0]\n",
    "    else:\n",
    "        return b[0]\n",
    "# 添加新的两列 主类别和子类别\n",
    "data['main_type']=data.item_name_cut.apply(func_main)\n",
    "data['sub_type']=data.item_name_cut.apply(func_sub)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "护肤品    15486\n",
       "其他      8085\n",
       "化妆品     3941\n",
       "Name: main_type, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 统计主类别的数量\n",
    "data['main_type'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将“是否男士专用”新增为一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义函数，添加男士一列\n",
    "def man_wh(x):\n",
    "    x=x.split(',')\n",
    "    a=[]\n",
    "    b=[]\n",
    "    for i in x:\n",
    "        if i=='男士' or i=='男':\n",
    "            a.append('是')\n",
    "        else:\n",
    "            b.append('否')\n",
    "    if len(a)>=1:\n",
    "        return a[0]\n",
    "    else:\n",
    "        return b[0]\n",
    "# 添加新的一列\n",
    "data['是否为男士专用']=data.item_name_cut.apply(man_wh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "否    25310\n",
       "是     2202\n",
       "Name: 是否为男士专用, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看该列数据分布\n",
    "data['是否为男士专用'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "新增销售额、购买日期（天）为一列 新增销售额为一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 销售额=销售量*价格\n",
    "data['Sales']=(data.price*data.sale_count)\n",
    "# data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "新增购买日期为一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>item_name_cut</th>\n",
       "      <th>main_type</th>\n",
       "      <th>sub_type</th>\n",
       "      <th>是否为男士专用</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Order_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂, ,雪域,精粹,纯粹,滋润霜,50g, ,补水,保湿, ,滋润,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>否</td>\n",
       "      <td>3713941.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,凝,时鲜,颜肌活,乳液,120ML, ,淡化,细纹,补水,滋润,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>乳液类</td>\n",
       "      <td>否</td>\n",
       "      <td>1575668.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,活泉,保湿,修护,精华,水,（,滋润,型,135ml, ,补水,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>化妆水</td>\n",
       "      <td>否</td>\n",
       "      <td>1254132.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂, ,男士,劲爽,控油,洁面膏, ,100g, ,深层,清洁, ,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>清洁类</td>\n",
       "      <td>是</td>\n",
       "      <td>980590.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,雪域,精粹,纯粹,滋润霜,（,清爽型,）,50g,补水,保湿,滋润霜</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>否</td>\n",
       "      <td>722244.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27507</th>\n",
       "      <td>27593</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535642405757</td>\n",
       "      <td>SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II,【,11,-,11,】,全新,大,眼,眼霜,skii,放大,双眼,眼部,修护...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>眼部护理</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27508</th>\n",
       "      <td>27594</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535911851408</td>\n",
       "      <td>SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skii,大眼,眼霜,sk2,眼部,修护,精华,霜...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>眼部护理</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27509</th>\n",
       "      <td>27595</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A537027211850</td>\n",
       "      <td>SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skii,前男友,护肤,面膜,sk2,精华,面膜,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面膜类</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27510</th>\n",
       "      <td>27596</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538212160126</td>\n",
       "      <td>SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skiisk2,神仙,水,护肤,精华,油,面部,套...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>套装</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27511</th>\n",
       "      <td>27597</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538677326709</td>\n",
       "      <td>SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II,【,11,-,11,】,神仙,水,护肤,精华,油,面部,套装,滋润,补水,密集,修</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>套装</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27512 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       index update_time             id  \\\n",
       "0          0  2016/11/14   A18164178225   \n",
       "1          1  2016/11/14   A18177105952   \n",
       "2          2  2016/11/14   A18177226992   \n",
       "3          3  2016/11/14   A18178033846   \n",
       "4          4  2016/11/14   A18178045259   \n",
       "...      ...         ...            ...   \n",
       "27507  27593   2016/11/5  A535642405757   \n",
       "27508  27594   2016/11/5  A535911851408   \n",
       "27509  27595   2016/11/5  A537027211850   \n",
       "27510  27596   2016/11/5  A538212160126   \n",
       "27511  27597   2016/11/5  A538677326709   \n",
       "\n",
       "                                         title   price  sale_count  \\\n",
       "0          CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜   139.0     26719.0   \n",
       "1         CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品   194.0      8122.0   \n",
       "2         CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水    99.0     12668.0   \n",
       "3        CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶    38.0     25805.0   \n",
       "4           CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜   139.0      5196.0   \n",
       "...                                        ...     ...         ...   \n",
       "27507       SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致   590.0         0.0   \n",
       "27508     SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈   590.0         0.0   \n",
       "27509     SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护  1740.0         0.0   \n",
       "27510  SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修  1190.0         0.0   \n",
       "27511          SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修  1190.0         0.0   \n",
       "\n",
       "       comment_count    店名                                      item_name_cut  \\\n",
       "0             2704.0   自然堂  CHANDO,/,自然,堂, ,雪域,精粹,纯粹,滋润霜,50g, ,补水,保湿, ,滋润,...   \n",
       "1             1492.0   自然堂  CHANDO,/,自然,堂,凝,时鲜,颜肌活,乳液,120ML, ,淡化,细纹,补水,滋润,...   \n",
       "2              589.0   自然堂  CHANDO,/,自然,堂,活泉,保湿,修护,精华,水,（,滋润,型,135ml, ,补水,...   \n",
       "3             4287.0   自然堂  CHANDO,/,自然,堂, ,男士,劲爽,控油,洁面膏, ,100g, ,深层,清洁, ,...   \n",
       "4              618.0   自然堂   CHANDO,/,自然,堂,雪域,精粹,纯粹,滋润霜,（,清爽型,）,50g,补水,保湿,滋润霜   \n",
       "...              ...   ...                                                ...   \n",
       "27507            0.0  SKII  SK,-,II,【,11,-,11,】,全新,大,眼,眼霜,skii,放大,双眼,眼部,修护...   \n",
       "27508            0.0  SKII  SK,-,II, ,11,-,11,预售,skii,大眼,眼霜,sk2,眼部,修护,精华,霜...   \n",
       "27509            0.0  SKII  SK,-,II, ,11,-,11,预售,skii,前男友,护肤,面膜,sk2,精华,面膜,...   \n",
       "27510            0.0  SKII  SK,-,II, ,11,-,11,预售,skiisk2,神仙,水,护肤,精华,油,面部,套...   \n",
       "27511            0.0  SKII  SK,-,II,【,11,-,11,】,神仙,水,护肤,精华,油,面部,套装,滋润,补水,密集,修   \n",
       "\n",
       "      main_type sub_type 是否为男士专用      Sales Order_date  \n",
       "0           护肤品      面霜类       否  3713941.0 2016-11-14  \n",
       "1           护肤品      乳液类       否  1575668.0 2016-11-14  \n",
       "2           护肤品      化妆水       否  1254132.0 2016-11-14  \n",
       "3           护肤品      清洁类       是   980590.0 2016-11-14  \n",
       "4           护肤品      面霜类       否   722244.0 2016-11-14  \n",
       "...         ...      ...     ...        ...        ...  \n",
       "27507       护肤品     眼部护理       否        0.0 2016-11-05  \n",
       "27508       护肤品     眼部护理       否        0.0 2016-11-05  \n",
       "27509       护肤品      面膜类       否        0.0 2016-11-05  \n",
       "27510       护肤品       套装       否        0.0 2016-11-05  \n",
       "27511       护肤品       套装       否        0.0 2016-11-05  \n",
       "\n",
       "[27512 rows x 14 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 转换时间格式\n",
    "# data.info()\n",
    "data['Order_date'] = pd.to_datetime(data['update_time'], format='%Y-%m-%d')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>item_name_cut</th>\n",
       "      <th>main_type</th>\n",
       "      <th>sub_type</th>\n",
       "      <th>是否为男士专用</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Order_date</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Order_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>0</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂, ,雪域,精粹,纯粹,滋润霜,50g, ,补水,保湿, ,滋润,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>否</td>\n",
       "      <td>3713941.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>1</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,凝,时鲜,颜肌活,乳液,120ML, ,淡化,细纹,补水,滋润,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>乳液类</td>\n",
       "      <td>否</td>\n",
       "      <td>1575668.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>2</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,活泉,保湿,修护,精华,水,（,滋润,型,135ml, ,补水,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>化妆水</td>\n",
       "      <td>否</td>\n",
       "      <td>1254132.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>3</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂, ,男士,劲爽,控油,洁面膏, ,100g, ,深层,清洁, ,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>清洁类</td>\n",
       "      <td>是</td>\n",
       "      <td>980590.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>4</td>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>CHANDO,/,自然,堂,雪域,精粹,纯粹,滋润霜,（,清爽型,）,50g,补水,保湿,滋润霜</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>否</td>\n",
       "      <td>722244.0</td>\n",
       "      <td>2016-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-05</th>\n",
       "      <td>27593</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535642405757</td>\n",
       "      <td>SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II,【,11,-,11,】,全新,大,眼,眼霜,skii,放大,双眼,眼部,修护...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>眼部护理</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-05</th>\n",
       "      <td>27594</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A535911851408</td>\n",
       "      <td>SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈</td>\n",
       "      <td>590.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skii,大眼,眼霜,sk2,眼部,修护,精华,霜...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>眼部护理</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-05</th>\n",
       "      <td>27595</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A537027211850</td>\n",
       "      <td>SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skii,前男友,护肤,面膜,sk2,精华,面膜,...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面膜类</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-05</th>\n",
       "      <td>27596</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538212160126</td>\n",
       "      <td>SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II, ,11,-,11,预售,skiisk2,神仙,水,护肤,精华,油,面部,套...</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>套装</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-05</th>\n",
       "      <td>27597</td>\n",
       "      <td>2016/11/5</td>\n",
       "      <td>A538677326709</td>\n",
       "      <td>SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修</td>\n",
       "      <td>1190.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>SKII</td>\n",
       "      <td>SK,-,II,【,11,-,11,】,神仙,水,护肤,精华,油,面部,套装,滋润,补水,密集,修</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>套装</td>\n",
       "      <td>否</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2016-11-05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27512 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            index update_time             id  \\\n",
       "Order_date                                     \n",
       "2016-11-14      0  2016/11/14   A18164178225   \n",
       "2016-11-14      1  2016/11/14   A18177105952   \n",
       "2016-11-14      2  2016/11/14   A18177226992   \n",
       "2016-11-14      3  2016/11/14   A18178033846   \n",
       "2016-11-14      4  2016/11/14   A18178045259   \n",
       "...           ...         ...            ...   \n",
       "2016-11-05  27593   2016/11/5  A535642405757   \n",
       "2016-11-05  27594   2016/11/5  A535911851408   \n",
       "2016-11-05  27595   2016/11/5  A537027211850   \n",
       "2016-11-05  27596   2016/11/5  A538212160126   \n",
       "2016-11-05  27597   2016/11/5  A538677326709   \n",
       "\n",
       "                                              title   price  sale_count  \\\n",
       "Order_date                                                                \n",
       "2016-11-14      CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜   139.0     26719.0   \n",
       "2016-11-14     CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品   194.0      8122.0   \n",
       "2016-11-14     CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水    99.0     12668.0   \n",
       "2016-11-14    CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶    38.0     25805.0   \n",
       "2016-11-14       CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜   139.0      5196.0   \n",
       "...                                             ...     ...         ...   \n",
       "2016-11-05       SK-II【11-11】全新大眼眼霜skii放大双眼眼部修护精华紧致   590.0         0.0   \n",
       "2016-11-05     SK-II 11-11预售skii大眼眼霜sk2眼部修护精华霜淡化黑眼圈   590.0         0.0   \n",
       "2016-11-05     SK-II 11-11预售skii前男友护肤面膜sk2精华面膜贴密集修护  1740.0         0.0   \n",
       "2016-11-05  SK-II 11-11预售skiisk2神仙水护肤精华油面部套装滋润补水密集修  1190.0         0.0   \n",
       "2016-11-05          SK-II【11-11】神仙水护肤精华油面部套装滋润补水密集修  1190.0         0.0   \n",
       "\n",
       "            comment_count    店名  \\\n",
       "Order_date                        \n",
       "2016-11-14         2704.0   自然堂   \n",
       "2016-11-14         1492.0   自然堂   \n",
       "2016-11-14          589.0   自然堂   \n",
       "2016-11-14         4287.0   自然堂   \n",
       "2016-11-14          618.0   自然堂   \n",
       "...                   ...   ...   \n",
       "2016-11-05            0.0  SKII   \n",
       "2016-11-05            0.0  SKII   \n",
       "2016-11-05            0.0  SKII   \n",
       "2016-11-05            0.0  SKII   \n",
       "2016-11-05            0.0  SKII   \n",
       "\n",
       "                                                item_name_cut main_type  \\\n",
       "Order_date                                                                \n",
       "2016-11-14  CHANDO,/,自然,堂, ,雪域,精粹,纯粹,滋润霜,50g, ,补水,保湿, ,滋润,...       护肤品   \n",
       "2016-11-14  CHANDO,/,自然,堂,凝,时鲜,颜肌活,乳液,120ML, ,淡化,细纹,补水,滋润,...       护肤品   \n",
       "2016-11-14  CHANDO,/,自然,堂,活泉,保湿,修护,精华,水,（,滋润,型,135ml, ,补水,...       护肤品   \n",
       "2016-11-14  CHANDO,/,自然,堂, ,男士,劲爽,控油,洁面膏, ,100g, ,深层,清洁, ,...       护肤品   \n",
       "2016-11-14   CHANDO,/,自然,堂,雪域,精粹,纯粹,滋润霜,（,清爽型,）,50g,补水,保湿,滋润霜       护肤品   \n",
       "...                                                       ...       ...   \n",
       "2016-11-05  SK,-,II,【,11,-,11,】,全新,大,眼,眼霜,skii,放大,双眼,眼部,修护...       护肤品   \n",
       "2016-11-05  SK,-,II, ,11,-,11,预售,skii,大眼,眼霜,sk2,眼部,修护,精华,霜...       护肤品   \n",
       "2016-11-05  SK,-,II, ,11,-,11,预售,skii,前男友,护肤,面膜,sk2,精华,面膜,...       护肤品   \n",
       "2016-11-05  SK,-,II, ,11,-,11,预售,skiisk2,神仙,水,护肤,精华,油,面部,套...       护肤品   \n",
       "2016-11-05  SK,-,II,【,11,-,11,】,神仙,水,护肤,精华,油,面部,套装,滋润,补水,密集,修       护肤品   \n",
       "\n",
       "           sub_type 是否为男士专用      Sales Order_date  \n",
       "Order_date                                         \n",
       "2016-11-14      面霜类       否  3713941.0 2016-11-14  \n",
       "2016-11-14      乳液类       否  1575668.0 2016-11-14  \n",
       "2016-11-14      化妆水       否  1254132.0 2016-11-14  \n",
       "2016-11-14      清洁类       是   980590.0 2016-11-14  \n",
       "2016-11-14      面霜类       否   722244.0 2016-11-14  \n",
       "...             ...     ...        ...        ...  \n",
       "2016-11-05     眼部护理       否        0.0 2016-11-05  \n",
       "2016-11-05     眼部护理       否        0.0 2016-11-05  \n",
       "2016-11-05      面膜类       否        0.0 2016-11-05  \n",
       "2016-11-05       套装       否        0.0 2016-11-05  \n",
       "2016-11-05       套装       否        0.0 2016-11-05  \n",
       "\n",
       "[27512 rows x 14 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将时间设置为新的index，拷贝一份数据，不改变原来的数据\n",
    "df=data.set_index(data.Order_date,drop=False)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 新增时间“天”为一列\n",
    "df['day']=df.Order_date.dt.day\n",
    "# df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除中文分词的一列\n",
    "# del df['item_name_cut']\n",
    "# df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 最后，将清洗过后的数据保存至一张新的表中，以供后继进一点的数据分析，保存数据的代码如下：\n",
    "# 保存清理好的数据为Excel格式\n",
    "# type(df)\n",
    "# df.to_excel(\"newdata.xlsx\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 任务3：数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "## 分析各品牌SKU数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='店名'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 936x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入matplotlib可视化包\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family']=['sans-serif']\n",
    "plt.rcParams['font.sans-serif']='SimHei'\n",
    "data03=df.groupby(['店名'])['id'].count().sort_values(ascending=False)\n",
    "data03\n",
    "data03.plot(kind='bar',figsize=(13,6),color=['r','g','b','y'],fontsize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "结论： 从上述可视化的结果来看：悦诗风吟的商品数量最多，其次为佰草集、欧莱雅"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "**补充：什么是电商的SKU？**\n",
    "\n",
    "当我们在讨论一个产品的时候，通常会说到一个词——sku。那么大家口中所说的sku代表了什么意思呢？\n",
    "\n",
    "**SKU=Stock Keeping Unit**\n",
    "\n",
    "**是一种表示库存进出计量的单位**，例如，盒，件。如今的sku被广泛引申为某款产品的统一编号的简称，每一个产品都有它独一无二的sku号。sku号包括其商品的品牌、型号、等级、配置、单位、用途、产地、价格、生产日期、保质期等等一系列属性，每一件商品的这些属性与其他任何商品都不一样，这样的商品称为一个单品，其sku号是独一无二的。\n",
    "\n",
    "**从货品角度来讲**，sku是指单独的一个商品，商品所有的属性都已经被确定。这可以这么说，只要商品的属性不一样，那么两者的sku就不一样。商品是属性包括：品牌、型号、等级、配置、成分、花色、用途等等因素。只要商品的某一个属性不同，就可以定义为不同的sku。\n",
    "\n",
    "**从业务管理的角度来讲**，sku也包含商品包装的信息。计量单位，包装单位不一样，其适应的管理不一样，我们也可以分成不同的sku。打个比方，袜子，我们都是以“双”为单位的，也就是一双袜子是一个sku，袜子参数都一样，只是在打包过程中，一包里面12双袜子，那么12双袜子与1双袜子又是不同的sku。\n",
    "\n",
    "**从信息系统和商品编码来讲**，sku可以是一个编码。大家都知道，每个商品都有独一无二的编码，商品不同的属性汇成不同的编码，通过编码来找到对应的商品，sku号与商品也具备一一对应的条件。每一个sku都包含了一个商品全部的信息。\n",
    "\n",
    "**当使用电商系统时，输入sku号，就能立马找到对应的商品，大大的提高了工作效率，出错几率非常小。**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 品牌总销量和总销售额"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 接下来，要分析的是美妆各品牌的总销量情况与总销售额排名情况\n",
    "Sales=df.groupby(['店名'])['Sales'].sum().sort_values(ascending=True)\n",
    "x=Sales.index\n",
    "# 绘制销售额图\n",
    "fig,ax=plt.subplots(figsize=(10,6),ncols=2,nrows=1)\n",
    "ax[0].barh(x,Sales)\n",
    "ax[0].set_title('品牌总销售额')\n",
    "\n",
    "# 绘制总销量图\n",
    "Sales_num=df.groupby(['店名'])['sale_count'].sum().sort_values(ascending=True)\n",
    "Sales_num\n",
    "x1=Sales_num.index\n",
    "ax[1].barh(x1,Sales_num)\n",
    "ax[1].set_title('品牌总销量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论： 从上述结果可以看出，相宜本草的销售量和销售额都是最高的。销量第二至第五，分别为美宝莲、悦诗风吟、妮维雅、欧莱雅；销售额第二至第五，分别为欧莱雅、佰草集、美宝莲、悦诗m风吟。 宝莲、悦诗风吟、欧莱雅都在销量、销售额前五中。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各类别的销售量、销售额情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 接下来我们想要了解的是美妆品类中主类别与子类别的中销售占比情况（销售量占比、销售额占比）\n",
    "\n",
    "# 主类别销售额和销量占比\n",
    "sales_gmv=df.groupby(['main_type'])['Sales'].sum()\n",
    "fig,ax=plt.subplots(figsize=(15,6),ncols=2,nrows=1)\n",
    "label_gmv=sales_gmv.index\n",
    "ax[0].set_title( '主类别销售额占比情况',size=14)\n",
    "ax[0].pie(sales_gmv,autopct='%1.1f%%',labels=label_gmv,labeldistance=1.1)\n",
    "\n",
    "# 各自类销售量分布\n",
    "sale_count=df.groupby(['sub_type'])['sale_count'].sum()\n",
    "label_count=sale_count.index\n",
    "ax[1].pie(sale_count,autopct='%1.1f%%',labels=label_count,labeldistance=1.1)\n",
    "ax[1].set_title( '子类别销售量占比情况',size=14)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论：\n",
    "\n",
    "    从主类别销售量占比情况来看，护肤品的销量远大于化妆品；\n",
    "    从子类别销售量占比情况来看，套装、清洁类、面膜在护肤品中销量较多，底妆类在化妆品中销量最多\n",
    "    上面分析的是所有类别及子类别的销售占比情况，如果我们想更细致的了解各品牌主类及子类的美妆销售情况的话，可以进一步分析。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各品牌各总类的总销量情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "brand_main_count=df.groupby(['店名','main_type'])['sale_count'].sum()/10000\n",
    "brand_main_count=brand_main_count.reset_index(level=[0,1])\n",
    "brand_main_count=pd.pivot_table(\n",
    "    brand_main_count,\n",
    "    index='店名',\n",
    "    columns='main_type',\n",
    "    values='sale_count'\n",
    ")\n",
    "ax1=brand_main_count.plot(kind='bar',figsize=(18,8),width=0.8)\n",
    "ax1.set_title('各品牌各总类的总销量情况',size=15)\n",
    "ax1.set_xlabel('各品牌个类别',size=15)\n",
    "ax1.set_ylabel('销量/万',size=15)\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各品牌各总类的总销售额情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "brand_main_count=df.groupby(['店名','main_type'])['Sales'].sum()/10000\n",
    "brand_main_count=brand_main_count.reset_index(level=[0,1])\n",
    "brand_main_count=pd.pivot_table(\n",
    "    brand_main_count,\n",
    "    index='店名',\n",
    "    columns='main_type',\n",
    "    values='Sales'\n",
    ")\n",
    "ax1=brand_main_count.plot(kind='bar',figsize=(18,8),width=0.8)\n",
    "ax1.set_title('各品牌各总类的总销量情况',size=15)\n",
    "ax1.set_xlabel('各品牌个类别',size=15)\n",
    "ax1.set_ylabel('销售额/万',size=15)\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论：\n",
    "\n",
    "从上述数据及图表展示效果可以看出：各品牌的化妆品、护肤品销量、销售情况均不一样，这与品牌的定位有关， 有的品牌主打化妆品，化妆品会表现好很多，如蜜丝佛陀等。主打护肤品的品牌，护肤品的销量销售额会表现好很多，如欧莱雅、佰草集等。 有的品牌如美宝莲、兰蔻、悦诗风吟，化妆品和护肤品的销售、销售额都还不错。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各品牌各子类美妆的销售量情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABCcAAAIUCAYAAAApC0adAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAACXrklEQVR4nOzde5yWc/748denqZSinGLJbMmpVBahJUSHbSvZHMp5neW0IXaztW1a393IIT+UM2GpxGIToQOJlRA5VEKIolCJZmqmz++P655pqumkmfua6vV8PO7HXPfnuu7rfl/3zNz3db3v9+fzCTFGJEmSJEmS0lIp7QAkSZIkSdKWzeSEJEmSJElKlckJSZIkSZKUKpMTkiRJkiQpVSYnJEmSJElSqkxOSJIkSZKkVJmckCRpMxNCyA0hbFVO+94qhFC5PPad2X9Oee17SxFCqJZ2DJIkbSiTE5IklZEQwvYhhKdDCL/egMf8NYSwPIRQUMpteQihZymPaRNCmJdZfjGEcMEqm4wG2pdHvMAgYEEIYU23vBBCDCE8tYbnvDCE0K7E/R9CCEdmlhsD74cQdl/DY88PIVy8SttWIYT/hBAareNYdwwhXFJK++0hhGZredyuIYQ3Qgh7lGjbIfOzRQhhdma5Sghh21Ue+5sQwrIQwqtruRWEEPYt5Xlbl/gdVwohVA8hVMrcHxpCuC6znBNC2LrE4y4BXg4hVM3cvyYTw6q/pyUhhDfW9ppJkpRNJickSSo7ZwANgK824DELgOExxsqr3oCHgKWlPGYJkJ9Z/hlYEkI4qOjCE9gXeLDEhegTZRVvjPHcGGPNGGPtVW+Z/f0EjAf+vpbjfTyE8PvM/Xzg58yF/aPAuBjjl2t47O+BXVdpaw78Dpi3jtC3BvqFEC4qaggh7AVcROmvcZErSY7pi0yC4GjgwxDCjqz8ezgV+CCEUL3EY5cAC2OMLdZ0Axav4fkXZB4P8Gvgc2BWCGEW0BG4JLM8C/iwxOOeBnKBmzP384GXS/ld/V+J2CVJSl25lWVKkrQlCSHUBnoBOwLzQwglV28L3B1j7FbKQ5etY9fLS2lbChRmlmPmtgxYEGOsF0I4GHgoxtgwhHAWcHwZxruaEEIN4F/AOcCVMca7S9mmWibO4cBOQDvguRKbtCW5AL80hFAFqBJj/HmV3TQE/rlK20nAG8A+IYR9Mm3fxRg/KrlRjPGLzGvRDRicaf4j8HiM8b01HNf+wKXAViSv7+eZ13cacBNwCxAzlQu9gZtjjEtK7CICtUIIk0vbf0bNzHarygOWhxBqAfNJEhQFMcZlIYQHgZkxxutW7b4TY5wdQjgHGBlCuJ3S/36KrG2dJElZZXJCkqSycTfwP2AP4IoY44sAIYRLgfOAy9fwuCrr2G9pVY6FrH5BuxyoHkLoCPwGqJRZ3p/SL0J/abwryVQ8vEdSwXHwqkmBEgZm9vtzUTwhhD9l1o1jRbLle5LXZAZwQGa7ezKPBXgzk0h5nKRS4xSSi/c7M+u3B14FupSIsUXmOb7K3J+1yjHMIUmG7LjKcT1OUoHQi+T3UHTedBUr/96qAE+QdHkpaSuS6oR71/CakNn/Sn8DIYSHgWmZuw8DLwDHAk1CCEtJEkrLQgjnAdUyz9uv6PExxudCCPvHGKeFENbWvSesZZ0kSVllckKSpI0UQrgZaELSxWAP4JnMuAq/Ay4Ajokx5q3h4bWBriGErmtYf01pTwnkZrpw1CCpQrg/s3wy0IjkYvrkTDzflmG8q6pC8q3+XjHGmWvZ7uKiSozM2An9SMbFqA+0Aa4FJgPXl1IxkQfcFGO8KvP43sDewGnAN8B+McaYWXc5cNAqj19CUvWwZ2mBZZIXQ1dp3pUkUTIgc7/kOVMVoE4m9hrA0SSJnqYkyZOczDazgbPW9IJknAnMDSFUL1F1cQQrqkqeyuz/fpKKmQj8CZhDkjwBqBJC2C/G+EHRTmOM72cW19aF1+69kqQKw+SEJEkbbwxwS4xxIfBOCOGfwFsk4wb8JsY4d00PjDH+k9W7KqyPL0gujgPJ5/l+QPsY4+khhHuBGTHGGzJdGf6wsfFmEgpVgfyiREBGUbeUglW234ok8bIwxpgXYyyqljiM5IL/R5KkxMckF/KXAf8PmBZCuDzG+GSJ3RWyuurAdSTdSErGU4XVx1JYn4vwlSpRMlUHV5AkGLYmGXdiIEn3jWuAHYBPSV7LE0kSE1NIkg0Hk4yfkQ8sYu1ddyqRJGaqZwYErUVS/fF+Jo77QwhvAa0z+1kOFL02dVnx+19pnI4QwnaZ564GHJVJZJW0VdFzSJJUEZickCRpI8UYn80MltgZOJ2kW8VfgcOBN0IIz5B0K3gX+CIzbsBWrN6loyDGmJcZw2DVC+qCEtUMVTPPWzTexNIQQtH4Br1JugD8N7N8wKrP80viJUmEfADkZ55rVe+FEErrPnIcyewRB5J0b9gG6BNjfAwghDCfJOHxKdAxM17CQyGEvBjjqFL2V+QnkjEjYgjh5hjjlSVem1WrPrYCGqwh7iLzV22IMb4eQtgZ+DHGWLPEqmUkY3I8WNQQQuhLkiwgxvg/YI8Qwm+BPiRjYkDyOz0SeJkVyZDmwJ9ijJMz+9mdpKqk+LWMMb4bQjiGJCmyauKlBnBEjHHaKu3XA8tijJcA12W6rhxHUnFyXoyx5VpeC0mSss7khCRJv1AIoQ7QneQCsxHJRecDwHMxxkLg5hBCXZJv1s8kKdf/LoTQBLgNOH+VXT5DcgE5mWTwx5KeY8X0oDWAX5e42L6DpOrgZZIxGCqTjEtQNIbCpI2NN8b4Ccm38Ku+BjVJqiCaxhhnreXl+oCk6uD5oiqKjELgMOBtKK4UGAksDCGEElURV2a6bEBSLfBwjPHFEEJD4LIQwr0xxg9JEhErJSdijK9SYnyFEML2QIgxfreWeMkkSnIzy70yxz+AJHFwYyYhUaQ2MGKVXWxN0iVjpxJxH0gyCGaRJiRVIEWxTgemZ6ooSqoEPBtjPK9kY6YiYukqbfVIupO0ytyvQlLp8f3ajleSpDTZ11CSpF8oxvgtyTfu15J8q30iyRgB+SGEghBCAclUjzeSTBm5I9A8xphP8g3432KMIcYYgLNJLvLJrDt6lXUlu03sBLyfWfd/wNIY4wySwRV3Ipk14wngtRjjH2KM15ZBvBvrReA/QNH0pgtCCItIpj29sUTbApJZO34mGcuiyM0lplgtnqY0MwDns8BfMk3VKZGcCIlLQghVQwgXhBD2BK4GhmW6qpCpIrkpJDOYlDSfZEwLgLnA16zoYnJVjLFe0Y2ky8eqKpN0lbkxcyva5uYSbYtYv4EpC0nGJplV8kYys8qqFSv9gLExxgmZ+weQJDA+W4/nkSQpFSYnJEnaCDHGW2KMr5BcEE8puoAueSMZG2FZTBR9e13aOAqFa1lX8gK0PivGGAgkU05WA/5GkvB4GqhHUh1RdPFd1BXkl8a7UWKMR8YYt4oxbhtjrB1jrA3cQzJOw0LgsKL2GGP1GGPOOioxSvp/JEkVSKpKFpVYdyDJ8SwnqRppAPwD2J0VCY1lJN0dns9UghTF/AzJbBnEGO8DhsQYf8qsvnGVJMHlpcQ1PfPcRVUsO2Tadyxxu7ZE7OsyrGRCJJMUKXmsZLrPnEbSnaTIWayojmGV7Z2xQ5JUIditQ5KksrF0HetLSzhUK/Ft/dZkxpLIqLnKupIOIdMNguSLhkpA/0z7wSGE60m6N1QKIfyBpDvCucC/NzLeMhNCuJCkIuQg4LfA6BBCtxjjsxu6rxjjWGBs5m4tkmRHkY7AqBhjQQghn2R8i59DCKeQVDUA7Al0zexjOCu6z5SM9xqSCoSiKUqvWmXMiWuB3VZ5WC+SwTGLql6KEgFnltimKkmSou96HOopmVlVSipOpmQqQW4D/htjLOrKcxhJJc2Ra9jn+yGEizIJK0mSUmNyQpKk7Fj1G+ockovXXiXaniqx7r+rbP8MQAihBtCSFVNc5gA5McbulPj2PoTQE9hz1TEKNiLeNflV5mfBWrdKYqoF/B64iGQsh5Yxxs+Az0IIc4F/hxCmA3cBo0tUbVQCeoQQepTY3SNreJq9ybx2mSk9zyWZehOSConaADHGtzPbbA2MB64iGe+jzSr7K5p+9GTgpBLxlDyu6iSVGKsmdHoDP8UYF2e2q0YyrWnzGGNBibbSKllrsvJAppWAx0oZc2IeKwbX3JZkoNBemXVdSAYh7V+UrCD5PdXNJL52J6muWVDK80uSlFUmJyRJKhtVgYPWMiPEqhfTW5F0wbgOIIRwKnB8iXVHxxjHZ9adxYoL4z2BcZlBHiG5gC3t87w6pQxguRHxriRz4T+F5OL2M5LxGNa2/UCSJMGHwJ3APSXHsogxjg0h7A38GbgV+DaEcGCMcSnJ63FTjPGqzL56k0zdWbTvFsB5JImJfUgG+oTkov0KoGjWj/dIxpqYz4oL+uokU2o+GWP8uZTjzidJDJ1WlGRg9df1MZKpPosTByGEl0kqXvJL9JwIJFUd41fpTbFVCOHHGOMxJdpWGjuDEoNmlniOB0lmVJkLEGNcALTNrLuPZCaW3jHGASUeNpEkgTEzE8/dMcb3Vt23JEnZFmJc26xakiRpfWQqGraNMc4ph33XBmqXNgZD5lt7YoxLNnCfGx1vZqrMysDkdT1/ZkrOmplZP9a13ypAnRjjV5n7zUi6Y0zN3P8VsHXRvkIIOwI3kcxK8kyM8cvS91w+MhUhPxVVQ1QEIYQGwPJMZYokSRWeyQlJkiRJkpQqZ+uQJEmSJEmpMjkhSZIkSZJStdkNiLnjjjvGevXqpR2GJEmSJEkq4a233pofY9yptHWbXXKiXr16TJ48Oe0wJEmSJElSCSGEz9e0LivdOkIItUIIz4UQXgwh/CeEUDWEcF8I4bXMdGBF261XmyRJkiRJ2nxka8yJ04CbY4xtSObiPhnIiTEeBuwaQtgrhHD8+rRlKV5JkiRJkpQlWenWEWMcVOLuTsDpwMDM/bFAC+AAYPh6tH286v5DCBcAFwDk5uaWbfCSJEmSJKlcZXXMiRDCb4HtgFnAV5nmRcCeQI31bFtNjPFu4G6AZs2axVXXL1u2jNmzZ5OXl1cmx7E5q1atGnXr1qVKlSpphyJJkiRJ2kJkLTkRQtgeuA04AbgSqJ5ZVZOke8ni9WzbYLNnz2abbbahXr16hBB+2QFsAWKMfPfdd8yePZv69eunHY4kSZIkaQuRrQExq5J0z7gmxvg58BZJFw2A/UkqKda3bYPl5eWxww47mJhYhxACO+ywgxUmkiRJkqSsylblxLnAQUCvEEIv4AHgjBDCrsDvgeZABCasR9svYmJi/fg6SZIkSZKyLSuVEzHGwTHG7WKMLTO3IUBL4H/A0THGhTHGRevTlo14s+Hnn39er+1++OGH9d5njKsNtyFJkiRJUoWX1QExS4ox/sCKmTg2qG1j1ev5bFnujln9O6x1/ezZsxk+fDhffPEFc+fO5bvvvuPQQw9l0qRJjBgxgm233RaA/v37c8EFF7D11luz1VZbsWDBAg477DA++ugjCgoKKCgooFq1agBcccUVXH311bz++uvMmjWLCy+8kGOPPZZRo0ZRvXr1tYUjSZIkSVKFklpyYktSq1Yttt12W04++WSWLVvGIYccwnXXXUfVqlWpWrVq8Xb77bcfXbt25cgjj2Ts2LHk5OSw22670bp1a2KMnHLKKZx33nkUFBTQpUsXevfuTadOncjJyaF///706tWLqlWrEmO0e4YkSZIkaZNhciILqlevzgMPPMDw4cPp1q0bJ510EjvuuONK23z77bccccQR/O53v6Nq1apsvfXWNGjQgJdeeokzzzyTQw45BIDvv/+e448/nho1arBkyRI6d+5Mo0aNqFGjBlOmTOGGG25g8ODBNGjQII1DlSRJkiRpg2VlzIktXaVKlRgwYAC1atVixIgR1KtXj/POO2+lbaZMmULz5s158803+eqrr3jsscc47LDDeP755/nzn//MzjvvzLRp09h+++0ZP348PXv2pGbNmvTp04dzzz2Xo446ih133JF7773XxIQkSZIkaZNi5UQWfPTRR/Ts2ZNKlSpRUFDA66+/zmWXXbbSNm3btuXVV18lhMCJJ55I48aNufXWW+nWrRs5OTlsu+227LvvvgB0796d3Nxchg4dyoQJE3j77bcZMGAA7733HoMGDaJ///5pHKYkSZIkSb+IyYks2G+//XjllVcAOOKIIxgyZAitWrXi/PPPX2m78ePHs2DBAjp06MDkyZN58803+fWvf80hhxzCdtttB8AHH3zA1KlTmTlzJuPGjWPu3LksWLCAiRMnArBkyRJGjRpF+/bts3uQkiRJkiT9QiYnsuDVV1/l1ltvZauttuLjjz8urpAo8tVXX1GjRg2GDRvGv/71L6pVq8b777/PCy+8wDnnnMMLL7zARRddBCSJjrFjxwKQn59Pu3btyM3NpUePHhx++OGpHJ8kSZIkSRtji0xOrGvqz7J2yCGH8Nhjj1G5cmWOOOII7rzzTgCGDRvGTz/9xMMPP8yuu+7Kp59+yp577sns2bMBKCwspE6dOjz33HN069ateH95eXmMHj2a2267jT59+tC8eXO6devG8OHDOf/882ncuHFWj0+SJEmSpI3hgJhZULVqVSpXrswpp5yy0mCVZ511FqeccgqTJk0ixkibNm0AWLp0KUuXLuWyyy5j11135cMPP+T+++9n5MiRzJ8/nw4dOjBt2jRGjBjB0UcfTfXq1RkyZAgdO3akV69efPbZZ2kdqiRJkiRJGyzEGNOOoUw1a9YsTp48eaW2jz76iIYNG6YU0QoLFy6kVq1aaYexThXl9ZIkSZIkbT5CCG/FGJuVtm6L7NaRlk0hMSFtivr27VvqsiRJkqRNg906JEmSJElSqkxOSJIkSZKkVJmcyKIlS5YUL8+dO5dly5atcdtp06ZRWFi4Qfvf3MYPkSRJkiRtGbbMMSf6lvHYD30XrnOTwsJCDj/8cCZNmkTlypW56KKL6NChAy1atKBGjRrsvvvuK21///33c8ghh3DiiSeWur8rrriCq6++mtdff51Zs2Zx4YUXcuyxxzJq1CiqV69eJoclSZIkSVI2bJnJiRQ8/fTT/P73v2fOnDn88MMPPPfcc+y///50796djh07ctlll9GiRQsqV05+JTFGJk2axO233w7AV199xbRp08jJyaGgoIAuXbrQu3dvOnXqRE5ODv3796dXr15UrVqVGCMhhDQPV5IkSZKk9Wa3jiy5/vrr2XvvvfnrX/9Kv379GDduHJMnT6Z69epcfPHFADRo0IAxY8Zw8sknM2bMGEaPHk2LFi0YMWIExxxzDADff/89rVu35rrrrmPWrFl07tyZe+65hxdeeIGBAwfy+9//nk8//TTNQ5UkSZIkaYOYnMiCf//73xQUFJCTk0NhYSFnnXUWt956KzvvvDMAF198MS+99BKnnnoq7du3Z7vttuPuu+/mySefpEOHDpxwwgkcffTR5OTksP322zN+/Hh69uxJzZo16dOnD+eeey5HHXUUO+64I/feey8NGjRI+YglSZIkSVp/duvIgjZt2hQPVpmTk8O0adM455xzeOihh7jyyivZcccdqVKlCpUqVeI///kPo0aN4pVXXuGnn36iT58+jBkzhvnz5xfvr3v37uTm5jJ06FAmTJjA22+/zYABA3jvvfcYNGgQ/fv3T+tQJUmSJEnaYCYnsqBOnTpUq1aNvLw8cnJyOO644/jrX//KhRdeyHXXXccNN9xAo0aNmD17NldddRV169blscce48cff6Rnz57cfPPNnHrqqRxxxBF89dVXTJ06lZkzZzJu3Djmzp3LggULmDhxIpDMCDJq1Cjat2+f8lFLkiRJkrR+TE5k0bJlyygoKKBmzZo0bdqUv//97/zjH/9g9OjRxdUS1atX54033uCFF14AIC8vj9q1a/Of//yHKlWq0K5dO8aOHQtAfn4+7dq1Izc3lx49enD44YeneXiSJEmSJP0iW2ZyYj2m/ixry5cvp2bNmjz00EPMmzePatWq0bVrV6655hq6du3K5Zdfzl//+lf+/ve/06tXL5o1awbArFmzuPHGG4tn7YAkYTF69Ghuu+02+vTpQ/PmzenWrRvDhw/n/PPPp3Hjxlk/PkmSJEmSfqktMzmRgvz8fHJycli+fDkXXXQRn3/+OaeeeiovvfQS22yzTfF2hYWFXHjhhcVteXl5NG3atHj9/Pnz6dq1K23btmXEiBHUrl0bgCFDhvDiiy/Sq1cvBg4cSP369bN6fJIkSZIk/VKhaKDGzUWzZs3i5MmTV2r76KOPaNiwYUoRre77779n++23TzuMNapor5e0Ln379i11WZIkSVLFEUJ4K8bYrLR1TiWagoqcmJAkSZIkKdtMTkiSJEmSpFSZnJAkSZIkSakyOSFJkiRJklJlciKLbrzxRu66667i+7fccgsPPPDAStv89a9/5bnnngPgyy+/5LTTTstqjJIkSZIkZdsWOZVokyFNynR/U/84dZ3bdOjQgc8++4yqVavy3//+F4DPPvuMnJwcxowZwyOPPEJhYSGjR4/m8ssv56mnnqJFixZUqVKlTGOVJEmSJKmi2SKTE2l49tlnGThwIPPmzeP3v/89AI8//jgHHHAAZ511FgDDhw+nUaNGxBh59NFHadGiBbNnz+Yvf/kLs2bNYtiwYSkegSRJkiRJ5cNuHVmWl5fH4sWLWbx4Mfn5+cXt+fn53HjjjYQQeO+993jzzTf54x//yKJFizjxxBOZM2dOilFLkiRJklR+rJzIsmeffZa33noLgNmzZ9O8eXMAJk2aRJcuXRg9ejT/+c9/OOCAA7j77ru56qqr+M1vfkNOTk6aYUuSJEmSVG6snMiCwsJCYowA9OzZk/HjxzN+/HguvfRSAJYvX87hhx/OueeeS25uLv369aNq1aoAFBQUcOGFF3LQQQelFr8kSZIkSeXJyokseOihhxgxYgQhBGKMjBgxAoAYIyEEhg0bxsUXX8xvf/vblR5XUFBAjJEbb7yRwsJCfvzxR7bZZps0DkGSJEmSpHJj5UQWnH322Tz77LO0bduWJk2aMHLkSEaOHMlWW21Fx44dee655zj22GOLt8/JyWHhwoXUqVOHBx98kO23355HH32UG2+8McWjkCRJkiSpfGyRlRPrM/VnWcrLy+PUU0+lUaNG/N///V9x+6OPPspVV13FWWedxYMPPsjSpUvJy8tju+22Y++99+Z3v/tdcXeQ2rVrM2jQoKzGLUmSJElSNmyRyYlsq1atGjfffDP16tVbrf3222/nm2++AWDXXXdl6NChANx6663ZDlOSJEmSpFTYrSNLVk1MlLTzzjtnLxBJkiRJkioYkxOSJEmSJClVJickSZIkSVKqTE5IkiRJkqRUmZzIouXLl2/Q9gUFBRQUFJRTNJIkSZIkVQxb5GwdH+3bsEz313DaR+u13dChQ5k2bRr9+vXjpJNOon///jRo0GClbR555BGWLFnC+eefz8svv8zIkSO55ZZb1rjPW265herVq9OtW7eNOgZJkiRJktKyRSYn0nLHHXcUTxWak5NDTk4OAH/+859p0aIF06ZNo379+sXVElOnTqVVq1Zr3We1atWKty8oKGDWrFnsueee5XgUkiRJkiSVrawmJ0IIOwMjYoxHhBCuBY7KrNoFGAI8BLwBzMy0nxRjnBdCuA9oCIyKMV6XzZjLyqOPPspXX33F7rvvvlJ73759+emnn+jUqRNPP/00X3/9NfXr1+eYY47h008/pUGDBgwaNIilS5dy2mmnsccee3DNNddQqVIltttuOzp06MCUKVMAuPzyy9lpp534+9//nsIRSpIkSZL0y2QtORFC2I4kAVEDIMb49xLrHidJTBwK/F+McXCJdccDOTHGw0IIg0IIe8UYP85W3GXhww8/5JZbbmG33XZbqb1fv35UqlSJe+65B4BBgwbxzDPP8NNPPzF27FiOO+44nn76aR5//HEWL17M2WefzbJlyxg7diyLFi3ioosuAuDpp59m0aJFtG7dmgsuuCDrxydJkiRJ0sbI5oCYhUBXYFHJxhDCwcBXMcavgObAxSGE10MIRQMttASGZ5bHAi2yE27ZqVq1Kvfffz/Vq1cHYNGiRXzyySfssssu3HPPPYQQAPj555+LqyDmz59fnMyYOHEizZo1A6BKlSpUq1aNRx99lBNOOAGAc889l++//97EhCRJkiRpk5S15ESMcVGMcWEpq7oDt2WWnwMOizH+Ftg7hNCUpNLiq8z6RcDOq+4ghHBBCGFyCGHyvHnzyiH6jbPnnnvSpEkTIKlyaNWqFT///DMXXHBBcWIC4C9/+QsLFyYv0VdffcX06dMZO3YsM2bMKH48wLfffsuwYcPo0qULAPvuuy+HHXYY119/fRaPSpIkSZKkspHqVKIhhNpAnRjjJ5mm12KMP2aWpwF7AYuB6pm2mpQSc4zx7hhjsxhjs5122qmco944O++8M88+++xKyYYFCxYwZMgQqlSpQsuWLQHYf//9efLJJ/nb3/7GN998w5w5cwD4/vvvOeGEE/jHP/5B5coreuVce+21fPjhh5x66qnMmDEjq8ckSZIkSdLGSHu2juOAUSXujw4hnAIsBH4H3E1SOdEC+B+wPzB9Y590faf+LGvLly+nefPmAFSqVIl58+ZRr149HnroIV5//XXuueceRo4cyfLly/npp5+45ZZbaNiwIaeffjqtWrVi6NChFBYWcv7559O6dWsA8vPzqV69OiEEhgwZwr333kuNGjVSOT5JkiRJkn6JtJMTvwNuLHH/WmAcsBS4M8Y4PYQwB5gQQtgV+D3JuBSbpJ9++ql4+dRTT+Wqq66isLCQrbfemkGDBlGzZk2WLVtGQUEB1157LXvttRd9+/YF4Nlnn2WHHXZg22235YADDgDgySefZNiwYQwZMqR4v+edd15Wj0mSJEmSpI0VYoxpx7BOmZk+2gCvxBjnrm3bZs2axcmTJ6/U9tFHH9GwYcNyjHDz4uulTU1REm/VZUmSJEkVRwjhrRhjs9LWpV05sV5ijD+wYsYOSZIkSZK0GUl1QExJkiRJkiSTE5IkSZIkKVUmJzYjm8L4IZIkSZIkrWqTGHOirN3RbWyZ7u+SO48ps32dfPLJDB48mO22226t211xxRVcffXVvP7668yaNYsLL7yQY489llGjRlG9evUyi0eSJEmSpPK2RSYn0jBixAhuu+02QggrtccYueSSS+jSpQvvv/8+O++8MzVq1GD8+PFcd911LFq0iBo1ahBCYNCgQey7774UFBTQpUsXevfuTadOncjJyaF///706tWLqlWrEmNc7XkkSZIkSaqoTE5kyTfffMPZZ5/NWWedtVL7gw8+yLx58wAYMGAAN998M3/7299o1aoVL730En379qVly5a0bNkSgO+//57jjz+eGjVqsGTJEjp37kyjRo2oUaMGU6ZM4YYbbmDw4ME0aNAgy0coSZIkSdIvY3IiS3Jycta67vHHH+fNN9/k4osvJi8vj+uvv77UbbfffnvGjx/PhAkTGDBgAH369KFWrVrMmTOHefPm0a9fP3Jzc8vrMCRJkiRJKnMOiFlB/OEPf+C9994jxsjgwYPXum337t2ZNGkSQ4cO5bDDDiM/P58BAwZw5ZVXMmjQoCxFLEmSJElS2bByooIIIXDFFVew00478eijj3LMMcdw4IEHrrbdBx98wNSpU5k5cybjxo1j7ty5LFiwgIkTJwKwZMkSRo0aRfv27bN9CJIkSZIk/SImJyqI/Px8li9fzsEHH0zDhg1p2LBhqdvtt99+jB07tvgx7dq1Izc3lx49enD44YdnM2RJkiRJksrEFpmcKMupP9dXjJH+/fvz4IMPrtQ+d+5cunfvTvXq1bnkkkt47bXXuOWWW2jbti1nn3128XbLly8nxkhOTg55eXmMHj2a2267jT59+tC8eXO6devG8OHDOf/882ncuHGWj06SJEmSpF9ui0xOpGHZsmX07Nmz1Nk6FixYwKxZs7j00ks5/fTTGThwIHfffTetWrWiUqVKvPrqqxQWFnLuuefSrl07unbtStu2bRkxYgS1a9cGYMiQIbz44ov06tWLgQMHUr9+/ewfpCRJkiRJv0CIMaYdQ5lq1qxZnDx58kptH3300Rq7SWh1vl7a1PTt27fUZUmSJEkVRwjhrRhjs9LWOVuHJEmSJElKlckJSZIkSZKUKpMTkiRJkiQpVSYnUvDtt99SWFiYdhiSJEmSJFUIW+RsHTd17Vim++sxbORa18cYWbZsGVWrVgXgggsu4G9/+xsHHXQQAAUFBVSqVIlZs2axxx570Lt3b7p160bdunU59dRTGThwIHXq1CnTmCVJkiRJqii2yOREtn3zzTecdtppVKlShS+++IKCggL++te/8sYbb9C8eXMKCgoYOHAgEyZMYO7cuSxevJgxY8YwdOhQPvjgA8466yyWL1/OM888U5zgkCRJkiRpc2G3jizYZZddGDNmDPfccw8xRvr168fVV1/NoYceSqdOnXjppZdo3LgxF110Ea1atWLixIm0atWKZ555hmOOOYaHHnqIkSNHmpiQJEmSJG2WTE5kQUFBAXfddRedO3emXr16VK5cmQULFnDuuecyY8YMDj30UP773//StWtXxo0bxz777EN+fj5du3ZlwYIFnHfeedxwww1pH4YkSZIkSeXCbh1ZMHfuXD799FMefvhhOnTowCOPPALA8uXLad++PVdddRVVqlThiCOOoHbt2nz88cc899xznHnmmfzhD38AoLCwkOXLl1OpkvkkSZIkSdLmxeREFtStW5frr7+eWbNmseOOO/Kb3/wGSBIOO+ywA3Xr1gXgd7/7HVWqVGH58uW8+OKL1K9fn3vvvRdIqi969erFEUcckdZhSJK2EE2GNAFg6h+nphyJJEnaUvg1fBYsWLCAQw45hFNPPZU5c+bw8ssv8+qrrzJx4kTuuusufvvb3/Lkk08yevRoBg4cSOXKlRk5ciQHHnggt99+O/Xr1+eaa64xMSFJkiRJ2ixtkZUT65r6s6zVrl2bN954g7lz53LJJZfw8MMPs/XWW/Pwww/z6quvMnjwYBYvXsypp57KzjvvTF5eHgBXXHEF7du35/TTT+eoo47KasySJEmSJGWLlRNZUlBQwH777ceYMWNo2LAh++23H3fccQeTJ0/msssuo1atWgwePJhbbrmFhQsX8v7779OkSRMmTpxIXl4ebdq04Ztvvkn7MCRJkiRJKnNbZOVEGqpUqcKkSZPYaaedqFWrVnF7jJF58+YBFLe/8cYbxeu33npr+vXrl91gJUmSJEnKIpMTWbTnnnuu1hZCoE6dOilEI0mSJElSxWC3DkmSJEmSlCqTE5IkSZIkKVUmJyRJkiRJUqpMTqTgiy++4KGHHlrndgUFBRQUFKz3fmOMGxOWJEmSJEmp2CIHxJzdc0KZ7q9u/yPWuc3UqVN59tlnAViyZAk33XQTX3/9NQDLli3jhBNOoFGjRjzyyCMsWbKE888/n5dffpmRI0dyyy23rLa/K664gquvvprXX3+dWbNmceGFF3LssccyatQoqlevXqbHJ0mSJElSedoikxNpePvtt5k3bx5nnHEGAJ07dwZgxowZVKlShXfeeYeRI0dSv3794mqJqVOn0qpVq9X2VVBQQJcuXejduzedOnUiJyeH/v3706tXL6pWrUqMkRBC9g5OkiSVqZu6dixe7jFsZIqRSJKUHSYnsiSEQN26dXniiSd4/vnnWbp0KZ999hlLly6lW7duDBw4kHPPPZevv/6a+vXrc8wxx/Dpp5/SoEEDBg0axNKlSznttNM47rjjOP7446lRowZLliyhc+fONGrUiBo1ajBlyhRuuOEGBg8eTIMGDdI+ZEmSJEmS1ovJiSwJIVC5cmW+/PJLhg0bRgiBa665hqFDhxZvM2jQIJ555hl++uknxo4dy3HHHcfTTz/N448/zuLFizn77LMBGD9+PBMmTGDAgAH06dOHWrVqMWfOHObNm0e/fv3Izc1N6zAlSZIkSdpgDoiZJfn5+VSrVo3KlStTqVIldtxxRxYsWAAkY07EGPn555+ZMmUKAPPnz2e33XYDYOLEiTRr1qx4X927d2fSpEkMHTqUww47jPz8fAYMGMCVV17JoEGDsn1okiRJkiRtFCsnsuTbb7/lwAMP5I033uCPf/wj1atXZ9KkSbRr146lS5dy33338a9//YuqVasC8NVXXzF9+nTGjh3LjBkzaNKkCQAffPABU6dOZebMmYwbN465c+eyYMECJk6cCCSDbY4aNYr27dundqySJEmSJG0IkxNZ8u6773L66acDMGTIEKpXr84FF1zAAw88wPbbb8+wYcOoUqUKLVu2ZPHixey///48+eSTtG/fnry8PObMmcOvfvUr9ttvP8aOHQsk1Rjt2rUjNzeXHj16cPjhh6d5iJIkSZIk/SJbZHJifab+LEuLFy/mvffeIzc3l7y8PM444wxOOukkzj33XPr3789JJ51EvXr16NChAyNHjmT58uX89NNP3HLLLTRs2JDTTz+dVq1aMXToUJo2bUpeXh6jR4/mtttuo0+fPjRv3pxu3boxfPhwzj//fBo3bpzV45MkSZIkaWM45kQWPPzww3TsmEwJVqtWLXr16sUjjzzCYYcdxsKFC+nQoQPfffcdNWvWZNmyZRQUFHDttdey2267ce+999KyZUueffZZ6tWrx/z58+nQoQPTpk1jxIgRHH300VSvXp0hQ4bQsWNHevXqxWeffZbyEUuSJEmStP62yMqJbLvwwgtZvHgxAHfccQcA++23HzvuuCN33XUXvXv3ZvfddwfgjDPOKHUf9evXL14eM2ZMqdu0adOGNm3alGXokiRJkiSVOysnsqBSpUpsu+22K7UVJSNWXZYkSZIkaUtjckKSJEmSJKXK5IQkSZIkSUpVVpMTIYSdQwgTMsu7hRBmhxDGZ247ZdrvCyG8FkLoXeJxq7VpdTHGtEOQJEmSJGmDZS05EULYDhgC1Mg0HQr8X4yxZeY2L4RwPJATYzwM2DWEsFdpbdmKuSzdd999LFmyhM8//5zp06dzzz33cMkllzBz5kymT5/O4sWLOfnkk/n888+LH/Pll19y4oknlrq/K664gq+//ponnniCm266icWLF3PMMcewZMmSbB2SJEmSJEllIpuzdRQCXYGnM/ebA78PIZwJ/C/GeAXQEhieWT8WaAEcUErbxxsTSN++fTfm4b9of7vssgsXXHABJ5xwAl9//TUff/wxX375JePGjSPGyAUXXMDFF1/MAw88wNSpU8nLy2Pp0qV88MEHdOzYkYKCAjp06MBll11GQUEBXbp0oXfv3nTq1ImcnBz69+9Pr169qFq1KjFGQghleoySJEmSJJWXrCUnYoyLgJIXzc8B/4gx/hhCeDaE0JSkquKrzPpFwJ5raFtJCOEC4AKA3Nzc8jqEX2zRokUcc8wxdOjQgWeeeYaRI0fy3Xff8cMPP1BYWEhubi5ffPEFDRs25Mgjjyx+3Ny5c7n88ssZOnRocdv333/P8ccfT40aNViyZAmdO3emUaNG1KhRgylTpnDDDTcwePBgGjRokMahSpIkSZK0wbJZObGq12KM+ZnlacBewGKgeqatJkm3k9LaVhJjvBu4G6BZs2YVbuCFWbNm8ec//5mrr76aV155hQMOOIDvv/+ehQsXsscee5CXl8dnn33Gn/70Jx555BEmT57Mc889x/Lly3nnnXc47bTTWLJkCffffz/bb78948ePZ8KECQwYMIA+ffpQq1Yt5syZw7x58+jXr1+FTNBIkiRJkrQmaSYnRocQTgEWAr8jSS7UIOm28T9gf2A6MLuUtk1K06ZNGTlyJDFG6tSpw2WXXVa87uuvv+bEE0/kqKOOYuTIkdSpU4fGjRtz9tlnr7SPkl01unfvTm5uLkOHDmXChAm8/fbbDBgwgPfee49BgwbRv3//rB6fJEmSJEkbI83kxLXAOGApcGeMcXoIYQ4wIYSwK/B7knEpYiltm5zKlStz22230bx5c3beeefi5MN7773Hl19+CSRdNt5//32aNm3KQQcdROPGjQHIz8+nbt26PPbYY3zwwQdMnTqVmTNnMm7cOObOncuCBQuYOHEiAEuWLGHUqFG0b98+nQOVJEmSJGkDZT05EWNsmfk5Dth3lXWLQggtgTbADTHGhQCltW1qXnzxRRYsWEAIgZ9//pn58+cDsHDhwuKKiPvuu4/27duz1VZb0bJly+KxJmbPnk3v3sksqvvttx9jx44FkqRFu3btyM3NpUePHhx++OEpHJkkSZIkSRsnzcqJUsUYf2DF7BxrbNuUFBQUcP311/Pkk08yY8YM3n33XX788UcAFixYQLt27fjmm28YO3Yst956K9999x3jx4+ndevWQJKEKDnAZV5eHqNHj+a2226jT58+NG/enG7dujF8+HDOP//84ooLSZIkSZI2BRUuOZENZT2V6LpMnTqVTp06se2225KXl8epp55aPC7En/70Jxo3bswLL7zAGWecQQiBvLy81SonrrzySgDmz59P165dadu2LSNGjKB27doADBkyhBdffJFevXoxcOBA6tevn9VjlCRJkiTpl9oikxPZdsABB3DAAQcA0KJFC1q0aFG87v/9v/+32vZ169ZdafrQunXrMnx4Ujiy4447MmbMmFKfp02bNrRp06YsQ5ckSZIkqdytNi2nJEmSJElSNpmckCRJkiRJqTI5IUmSJEmSUmVyQpIkSZIkpcrkRAW0cOFC8vLy1nv7n3/+mfnz5xffLywsXOO2BQUFFBQUbFR8kiRJkiSVpS1yto4xYxuU6f5aHfPJOrf59ttv6dKlCwAHHXQQdevWZciQIdSuXZsff/yRtm3b8q9//QuAF198kVdffZWBAwcCcO+99xYnK4477ji22WYbrr76ar7//nsKCgpYunQpxx57LBdffDGfffYZXbt2ZcyYMWyzzTYAPPLIIyxZsoTzzz+fl19+mZEjR3LLLbeU6WsgSZIkSdIvtUUmJ9IQY6RevXo8+OCDtG/fngYNGnDppZfSrFkzPvzwQ2bMmMF3331H586d2WqrrcjLy6Np06ZcddVVDBo0iBtuuIFLL72U0047jRo1anDggQdy6KGH8uabb3Lqqady7rnn8tvf/paLL76Y+++/n2222Ybnn3+e9957j/r16xdXS0ydOpVWrVql/GpIkiRJkrSCyYksycnJ4YUXXqB169ZUq1aNSpUq8eqrrzJ79my+/vprdt11V3bYYQfOPvtsFi5cyLnnnsuRRx7JGWecwUMPPUSzZs2oX78+2223HQDDhg2jY8eOTJgwgR9++IF27dpx++238/jjj7No0SJijLRr147HH3+cr7/+mvr163PMMcfw6aef0qBBAwYNGsTSpUs57bTTOPvss1N+dSRJkiRJWzLHnMiitm3b8tJLLxXf32233dhzzz3ZfffdKSgoYPr06SxcuJCHH36Ynj17stdee/Hf//4XgJEjR9KpU6fix95zzz3svPPObL/99px55pmcffbZ3HfffXzyySecdNJJzJkzB4BBgwZx+OGHU6tWLcaOHcv+++/PmDFjOPvss01MSJIkSZIqBCsnsuj555+nZcuW1KxZE4Dc3FweeOABrr/+eubMmUPNmjVp2rQpN910U/FjirY9+OCDOeecczjzzDN5//336d69Ozk5OUybNo13332XXXfdlc6dO3PTTTfxwgsvsOuuuwLJYJlTpkxhr732Yv78+ey2224ATJw4kXPPPTfLr4AkSZIkSauzciKL2rVrx/jx44vv77PPPuy7775MmzaN/v37E0JgzJgx9O3bl+uuu47LL7+cJk2aFG976qmncscdd3DooYfyv//9j+rVq7Pffvtx0UUXcccddzBu3DhefPFFZs6cyaxZswD4y1/+wsKFCwH46quvmD59OmPHjmXGjBnF+5YkSZIkKU1WTmTJsmXLiisnqlatWtx+4YUXcuyxx/Luu+9Su3Ztvv32W+6880723XdfWrduTZUqVQB4++23mTp1KjvssAMA//73v2nUqBEzZ85k2LBhfPPNNwwePJhJkyZxwQUXMGTIEN544w2qVKlCy5YtWbx4Mfvvvz9PPvkk7du3Jy8vjzlz5vCrX/0qlddDkiRJkqQiW2RyYn2m/ixrOTk5XH755fTs2ZMZM2bw3HPPcc011zBw4EDOOeccrrrqKq6//noqVarEOeecw9Zbb80777xDjJEYI19//TX77bcf5513Hu+88w433ngj48eP55RTTuHRRx9lyJAh3H///dx7772MHj2aevXqsf3229OhQwdGjhzJ8uXL+emnn7jlllto2LAhp59+Oq1atWLo0KE0bdo066+HJEmSJElFtsjkRBrq1KlDz549Adh777157rnn6NWrF4ceeiiHHnooDz74IIsXL6ZatWo89NBD7LnnnpxwwgksW7aMpUuX0rFjx+J9LVu2jEceeYRatWqxePFiqlevTl5eHu+//z5jxoyhevXqxc9TtH1BQQHXXnste+21F3379gXg2WefLa7EkCRJkiQpLSYnUtK9e/eV7p911lkA3HrrrcVtTzzxBAATJkxYadtDDjmkePmVV14B4PLLL1/jc51xxhmlttevX3+945UkSZIkqbw4IKYkSZIkSUqVyQlJkiRJkpQqkxOSJEmSJClVJicqoIULF5KXl7fBj/vuu+/KIRpJklQemgxpQpMhTdIOQ5KkCmGLHBBzl3FTynR/c4/+zTq3+fbbb+nSpQsABx10EHXr1mXIkCHUrl2bH3/8kbZt2/Kvf/0LgBdffJFXX32VgQMHAnDvvfcWJyuOO+44dt99dyAZGHPSpEnFz9GvXz+OOOIITjzxRACef/55Zs2aBUBubi5XXHEFu+++O2+99RYHHXQQ77zzDnPnzqVKlSpl8TJIkiRJkvSLWDmRJTFG6tWrx/jx4/noo4/YaqutuPTSSxk4cCA9evRgq6224rvvvuPII4/krrvu4q233qJp06Y89NBDDBo0iH333Zfbb7+dmjVrFu+zRo0aAPz4448MHDiQWrVq8eabbzJw4EA+//xzatasycyZM5k6dSrbbLMNdevW5aWXXmL//ffnpZde4oADDjAxIUmSJElKncmJLMnJyeGFF16gdevWVKpUiUqVKvHqq6/y1FNPMX78eAB22GEHzj77bDp06MCoUaPIycnhjDPOYPvtt6dZs2bUr1+f7bbbjjFjxtCmTRumTp1KmzZteOmll3j++ec5/vjjOeWUU5g2bRoff/wxLVq0oHnz5hx88MEcccQRfPPNN7Rs2ZIpU6bQsmVL3nrrrXRfFEmSJEmS2EK7daSlbdu2PPjgg3Ts2BGA3XbbjT333JOcnBzy8/OZPn06Cxcu5OGHH+bjjz9mr7324r///S8AI0eOpFOnTgC0atWKVq1a0bp1a1588UW++eYbhg0bxm9+8xsAdtllF3JycnjttdcYPXo0+fn5NGnShJ133pkxY8bQsmVLxo8fT+vWrYkxEkJI5fWQJEmSJAlMTmTV888/T8uWLYu7ZuTm5vLAAw9w/fXXM2fOHGrWrEnTpk256aabih9TtO3BBx/MOeecw5lnnsmPP/7Iyy+/zIwZMzj22GM555xzeOWVV2jdujUAn3zyCUcddRS5ubnsvffe/Pzzz+y66658+eWXtG7dmnfffZfWrVvzzjvvsGzZMqpWrZr9F0OSJEmSpAyTE1nUrl27lSon9tlnH/bdd1+mTZvG4MGDefzxxxkzZgwTJ06kcuXKzJ8/nzfeeKN421NPPZU77riDFi1asGjRInbbbTf++9//8tZbb3HGGWdw/fXXA/D6669Tt25d6tatS/369Vm8eDG/+tWvmDFjBgAtW7bkpZdeSudFkCRJkiRpFSYnsmTZsmXFlRMlKxUuvPBCjj32WN59911q167Nt99+y5133sm+++5L69atiwesfPvtt5k6dSo77LADhx12GIcddhjDhg0D4J133mHfffct3udvf/vblZ575syZ3H///Tz22GPEGIsrJ/Lz83n44YepV69e+b8AkiRJkiStwRaZnFifqT/LWk5ODpdffjk9e/ZkxowZPPfcc1xzzTUMHDiQc845h6uuuorrr7+eSpUqcc4557D11lvzzjvvEGMkxsjXX3/Nfvvtx3nnnQcks38sW7YMgEcffZSHH354ted8+umnueWWWzjkkEM45JBDOOeccwArJyRJkiRJFcsWmZxIQ506dejZsycAe++9N8899xy9evXi0EMP5dBDD+XBBx9k8eLFVKtWjYceeog999yTE044gWXLlrF06dLiriBFzjzzTI466iief/559t57b3bbbbfVnrNp06Y8//zzbLPNNgwZMoTu3bsTQiiunIgxcvzxx3PJJZdk5TWQJEmSJKk0JidS0r1795Xun3XWWQDceuutxW1PPPEEABMmTFjt8SUrJdq0aVPqc9SvX794+fTTT+fMM89caWaOGCPLly/f8OAlSZIkSSpDJic2Azk5Ob9omxDCej1WkiRJkqTyVCntACRJkiRJ0pbN5IQkSZIkSUqVyYkKJsaYymMlSZIkSUqLyYksKJoOtHXr1uTn5/P1118zY8YM/vCHP/Daa68xffp0CgoKgGRAzBtuuAGAP/zhD8yYMYPly5fzzjvvrLTPK664gq+//ponnniCm266icWLF3PMMcewZMmSrB+fJEmSJEkbY4scELNez2fLdH+z+ndY6/rHHnuMn376iWrVqtGhQweuvvpqvvjiC+bNm8ekSZOoVq0adevWZebMmfzzn//k008/BaBy5cp89NFH9OjRg2bNmnHAAQcAUFBQQJcuXejduzedOnUiJyeH/v3706tXL6pWrUqMcaVZOSRJkiRJqsi2yOREtnXp0oU777yTH3/8kRNOOIGtttqKESNG8MUXX/Dss8/yq1/9isMPP5wLLriA7bffnhACw4cP55133uHXv/41Dz74IDvssAMA33//Pccffzw1atRgyZIldO7cmUaNGlGjRg2mTJnCDTfcwODBg2nQoEHKRy1JkiRJ0voxOZEFL7/8Mm+88QazZs3i559/ZvLkyRx11FFUqVKFgw8+mBACb7/9Nvfffz9nn302eXl5LF68mIYNG3LZZZexww478Nprr/H1119z4oknMn78eCZMmMCAAQPo06cPtWrVYs6cOcybN49+/fqRm5ub9iFLkiRJkrTeHHMiC1q1akXdunWpU6cO1atXp3nz5rzwwgssXryYcePGMXfuXP74xz/SsGFD8vLy2GGHHTj99NM5/PDDOe6442jZsiVnn302W2+9NQDdu3dn0qRJDB06lMMOO4z8/HwGDBjAlVdeyaBBg1I+WkmSJEmSNoyVE1nw/fffM2nSJOrUqcMrr7xCYWEhjRs3pmXLlgDcc889xdsOGTIEgH79+nHMMcdwzTXXrLSvDz74gKlTpzJz5szixMaCBQuYOHEiAEuWLGHUqFG0b98+OwcnSZIkSdJGMjmRBQ8//DB///vfueGGG/j3v//NuHHj+OGHH6hbty4AOTk5DBo0iMcee4ycnBwAZs2axciRI6lduzYAS5cu5U9/+hMnn3wyY8eOBSA/P5927dqRm5tLjx49OPzww1M5PkmSJEmSNobJiSzo3r07ANdffz3VqlWjoKCAxx9/nAkTJgBJcuLiiy/m4osvLn7M3//+d44++uji6oqS8vLyGD16NLfddht9+vShefPmdOvWjeHDh3P++efTuHHjrByXJEmSJEllYYtMTqxr6s/y8vPPPwOwbNkyevbsyVlnncXAgQOZMWPGatsWFhZSWFi4Wvv8+fPp2rUrbdu2ZcSIEcWVFUOGDOHFF1+kV69eDBw4kPr165frsUiSJEmSVFa2yOREWkaPHg3A8ccfX9x22WWXFXflKOm6664rdR877rgjY8aMKXVdmzZtaNOmTRlEKkmSJElS9mR1to4Qws4hhAmZ5dwQwvgQwtgQwt0hsVsIYXamfXwIYafMtveFEF4LIfTOZrxlrWrVqqu1lZaYkCRJkiRpS5K15EQIYTtgCFAj03QhcFGM8Rhgd6AJcCjwfzHGlpnbvBDC8UBOjPEwYNcQwl7ZilmSJEmSJJW/bFZOFAJdgUUAMcZeMcaPMut2AOYDzYGLQwivhxBuyaxrCQzPLI8FWmQtYkmSJEmSVO6ylpyIMS6KMS5ctT2E0BX4IMb4NfAccFiM8bfA3iGEpiSVFl9lNl8E7FzKPi4IIUwOIUyeN29e+R2EJEmSJEkqc1kdc2JVIYQ9gKuAyzNNr8UYf8wsTwP2AhYD1TNtNSkl5hjj3THGZjHGZjvttFP5Bl3GHnrooVLbCwoKiDGu1r5s2bK17q+0x0iSJEmSVJGlNltHZgyKx4BzSlRUjA4hnAIsBH4H3E1SOdEC+B+wPzB9o5+8b62N3sXK+1utIGQ18+fP58wzz6ROnTrMnj2bZ555hq233ppnnnmGQw89lH322Wel7R9//HEeffRRPv74Y7bddlvmz59P48aN+e1vf8s111wDwBVXXMHVV1/N66+/zqxZs7jwwgs59thjGTVqFNWrVy8tDEmSJEmSKpw0pxLtCeQCt4UQAP4OXAuMA5YCd8YYp4cQ5gATQgi7Ar8nGZdik1NYWEidOnW4/fbbadOmDb///e+pVKkSMUYuvPBCYoy0atWKp59+mi+++IIvv/ySU045hb59+9K4cWPGjx/P7bffXry/goICunTpQu/evenUqRM5OTn079+fXr16UbVqVWKMZF5XSZIkSZIqtKwnJ2KMLTM//wL8pZRN9l1l+0UhhJZAG+CG0sat2BQUTRn6wgsv0LlzZ/785z/TsWNHRo4cCcDy5cu56aabuOmmm7jxxhuZN28e//nPf5g0aRKzZ8/m448/5rbbbuOoo46ibt26HH/88dSoUYMlS5bQuXNnGjVqRI0aNZgyZQo33HADgwcPpkGDBmkesiRJkiRJ6yXNyon1FmP8gRUzdmzSRo4cWdwtY/ny5cXtlSpVIoRAjx49+OKLL5g9ezZff/01TZs2La6oqFKlCpMmTaJp06aMHz+eCRMmMGDAAPr06UOtWrWYM2cO8+bNo1+/fuTm5qZ1iJIkSZIkbZBUB8TcEu2zzz68/vrrALz11lu0bNmSli1b0rhxYwBuuukmDj30UKpUqQLA9OnT2XXXXYsHuqxcOcknde/enUmTJjF06FAOO+ww8vPzGTBgAFdeeSWDBg1K4cgkSZIkSfplNonKic1Jjx49aNeuHb/73e84+OCDGTlyJHl5eXTp0mW1bT///HMKCwvZfffdeeWVV3jvvfc499xz+eCDD5g6dSozZ85k3LhxzJ07lwULFjBx4kQAlixZwqhRo2jfvn22D0+SJEmSpA1mciKLYozcdttthBAYOnQoRx55JABffPEFv/71r4kxcvvtt/Phhx9SWFjI9ttvzz/+8Q+23XZbpk6dyp133gnAfvvtx9ixYwHIz8+nXbt25Obm0qNHDw4//PDUjk+SJEmSpF9iy0xOrMfUn2WtaPaMtm3bcuyxx9KpUydee+01AN544w322msvfvrpJy699FJuueUW8vPzefbZZ5k+fcXMqV999RV//vOfAcjLy2P06NHcdttt9OnTh+bNm9OtWzeGDx/O+eefX9xNRJIkSZKkim7LTE6kYNmyZUBS9dC5c2duu+02ttlmG4455hh23313br75Zn766Se23XZbnn76aV599VVOPvlk+vfvX7yPO++8k/z8fObPn0/Xrl1p27YtI0aMoHbt2gAMGTKEF198kV69ejFw4EDq16+fxqFKkiRJkrRBTE5kya677sqDDz4IwJNPPkkIAaC4ewbADjvsULz829/+lkMOOWSlfXTr1q14ecyYMaU+T5s2bWjTpk1ZhS1JkiRJUrkzOZGCosTE2uTk5JCTk5OFaCRJkiRJSpdTiUqSJEmSpFSZnJAkSZIkSakyOZEFhYWFFBYWrnX98uXLN/p5YowbvQ9JkiRJkrJtixxzosmQJmW6v6l/nLrW9c8//zz9+/cvHkNiypQpNG3alEqVktxQYWEhN998MyeddBK77LILrVq1onfv3lx99dX069ePSy+9lIceegiAypWTX9kVV1zB1Vdfzeuvv86sWbO48MILOfbYYxk1ahTVq1cv0+OTJEmSJKk8bZHJiWzr0KEDHTp0AGD58uW0adOm1Nk2mjdvTv/+/XnwwQfp2LEj06dPZ+rUqUyfPp1WrVpx00030axZMwoKCujSpQu9e/emU6dO5OTk0L9/f3r16kXVqlWJMa7XoJuSJEmSJFUEJiey5G9/+xuvv/46eXl5fPrpp7Ru3bp4XadOnfjTn/7EggUL+N///gfANddcwzPPPEObNm14/vnnadGiBc2aNeP777/n+OOPp0aNGixZsoTOnTvTqFEjatSowZQpU7jhhhsYPHgwDRo0SOtQJUmSJEnaICYnsuTDDz9k6NCh9O7dm5EjRzJ79myeeuopOnbsyAMPPABAjRo12GeffZg2bRr/+c9/mDJlCu+99x4AkydP5pRTTmH77bdn/PjxTJgwgQEDBtCnTx9q1arFnDlzmDdvHv369SM3NzfNQ5UkSZIkaYOsNTkRQqgCnA/cGWPc+BEbt2Alu1l07NiR/Px8jjvuuJXWVapUia222gpIun9ccsklbLvttgDcfvvtxY/v3r07ubm5DB06lAkTJvD2228zYMAA3nvvPQYNGkT//v2zdViSJEmSJG20dVVO5AC3AXcDJifKyEUXXcR3333HokWLVmp///33ufHGG8nNzeWSSy5h9uzZ/P3vf+faa6/lr3/9KwAffPABU6dOZebMmYwbN465c+eyYMECJk6cCMCSJUsYNWoU7du3z/pxSZIkSZL0S6wrOZEPEGMsgOJKil7ADyVu3wPzga9ijIvLL9TNxx577EGNGjV4//33i9t+/PFHGjVqRJ8+ffjnP//J2WefzdZbb82MGTPo27cvlSpVomfPnnTq1ImxY8cCkJ+fT7t27cjNzaVHjx4cfvjhaR2SJEmSJEm/2FqTEzHGGEIoLNFUFegDvArUyty2A7YBCkMID8UYzy2vYMvKuqb+LC8nnHACn3zyCdOmTSM/P5958+YxcuRImjdvzuTJkznwwAMpLCxk11135e6772bw4MF07tyZ5557jvvuu4+6desCkJeXx+jRo7ntttvo06cPzZs3p1u3bgwfPpzzzz+fxo0bp3J8kiRJkiT9EpV+yYNijEfGGPePMdaLMdYCqgOtgDNCCF4Zl6KgoIAnnniC2bNnM378eF5//XVmzpzJnXfeybJly5g4cSLHH388Z511Focccggnnngic+fO5fLLL+eOO+7glFNOYezYscyfP58OHTowbdo0RowYwdFHH0316tUZMmQIHTt2pFevXnz22WdpH64kSZIkSevtl8zWEVdriDEfeCWEMA84CHh/tUdt4Z566qlS23/zm99wxx13FN+fMGECAC1atCgeDHPPPfdk7NixhBCoXLkyY8aMKXVfbdq0oU2bNmUbuCRJkiRJ5ayspxI9A3i5jPe5RSpKTBSpUqVKSpFIkiRJklS+1qtbRwhhvZIYMcaxMcbCdW8pSZIkSZKUWJ/kRGUgP4SwBPgUCCGEh0MIF4QQ6pVrdJIkSZIkabO3PhURhcAhJINebgfUAxoDPYBBIYRRwHUxxknlFeSmrrAwKSbJyclZ4/oQAsuXLyfGSAhhpfUxJsN8rKtrR2mPlSRJkiSpoluf5ESMMb5T2ooQQnOgFzAxhHAj8LcYY0FZBrg5eP755+nfv39xcmLKlCk0bdqUSpWSwpXCwkJuvvlmFi9ezOOPP06lSpWYNm0a1apVo169esQYOfrooznxxBOL93nFFVdw9dVX8/rrrzNr1iwuvPBCjj32WEaNGkX16tVTOU5JkiRJkn6J9UlOrLHrR4zxf8CxIYSTgHuAPUMIXWOMy8sqwPLw0b4Ny3R/Dad9tNb1HTp0oEOHDgAsX76cNm3arDbjxqxZszj99NP51a9+BcDcuXOpUqUKixcvBuCll17iwAMPZI899qCgoIAuXbrQu3dvOnXqRE5ODv3796dXr15UrVrVCgpJkiRJ0iZlrcmJEEJVoFIIodLaEg4xxsdDCB8DY4COwDNlG+am729/+xuvv/46eXl5fPrpp7Ru3bp4XadOnejatSu9evUiPz+fH374gTp16lClShW+/PJLatasybbbbsvWW2/N999/z/HHH0+NGjVYsmQJnTt3plGjRtSoUYMpU6Zwww03MHjwYBo0aJDi0UqSJEmStP7WVTmxDDh4fSohYoxTQgitYoxTyiSyzcyHH37I0KFD6d27NyNHjmT27Nk89dRTdOzYkQceeICdd96Ztm3bcsIJJ1ClShWuvvpqttlmG+655x4ABg0axC677ALA+PHjmTBhAgMGDKBPnz7UqlWLOXPmMG/ePPr160dubm6ahypJkiRJ0gZZ62wdMfHW+u7MxMSalexm0bFjR84+++yV1i1fvpxFixZRrVo17rrrLrbddlsGDRpE8+bNad68OTfffHPx9t27d2fSpEkMHTqUww47jPz8fAYMGMCVV17JoEGDsnpckiRJkiRtrHWOORFCGAr8J8Y4LAvxbBEuuugivvvuOxYtWlTctnTpUu666y5effVVHnroIfbZZx/efPNN5s6dC6xIbnzwwQdMnTqVmTNnMm7cOObOncuCBQuYOHEiAEuWLGHUqFG0b98++wcmSZIkSdIvsD4DYp4GdAsh/Bf4V4zxtXKOabO3xx57UKNGDd5///3itmrVqrH77rtTpUoV5syZQ7NmzTjyyCM57rjjABgyZAgA++23H2PHjgUgPz+fdu3akZubS48ePTj88MOzfzCSJEmSJG2kdSYnYoyFwB0hhIeBXiGEi4E+McZPyz26zcwJJ5zAJ598wrRp08jPz2fevHmMHDmS5s2bM23aNB588EFatWrFZZddxmeffUZ+fn7xbB3Ll68Y9iMvL4/Ro0dz22230adPH5o3b063bt0YPnw4559/Po0bN07rECVJkiRJ2mDrUzkBQIxxEfCXEMKvgX4hhHnAdTHGBeUVXHlZ19Sf5aGgoIAnnniCHXfccaX2KVOmcM8991C9enXuvvturr32Wg444AB++ukn3njjDb7++mtgRXJi/vz5dO3albZt2zJixAhq164NJJUVL774Ir169WLgwIHUr18/q8cnSZIkSdIvtd7JiSIxxs+BP4YQDgUeDiGMAW6PMRaUeXSbkaeeeqrU9t/85jfccccdAPz617/m2WefBaBFixZ88sknq22/4447MmbMmFL31aZNG9q0aVM2AUuSJEmSlCVrna1jbWKMb8QYjwVmAyNDCMeXXViSJEmSJGlL8YuTE0VijCOAY4H6IYQKO9hBjDHtEDYJvk6SJEmSpGzb4ORECKHaqm0xxmUxxptijO+X9pi0VatWje+++84L73WIMfLdd99Rrdpqv2JJkiRJksrNBo05kUlMvA/suYb1L8UYW5dFYGWpbt26zJ49m3nz5qUdSoVXrVo16tatm3YYkiRJkqQtyFqTEyGEvYGlQASqAN8AeSGEA4HqQAA+B84GBgDblmu0v1CVKlWcvUKSJEmSpApqXd06PgDeBj4GpgBtgIXAdcBLwBMk400cDywH8ssrUEmSJEmStHlaV3LifzHG7YF3gR4klRLLgTdIunf8KdO2NMZoYkKSJEmSJG2wdSUn4hqWi+47wqQkSZIkSdooGzuVaKWifYQQKmGyQpIkSZIkbaANmq2jhJZAM+DfJdoKgAUbGY8kSZIkSdrC/NLKiVdIBsr8I3BlZrk68GEZxSVJkiRJkrYQvzQ5sTxzW0pSMREzA2KutVtHCGHnEMKEzHKVEMLIEMJrIYRzNqRNkiRJkiRtPn5pcmKDx5YIIWwHDAFqZJouAybHGA8DOoYQttmANkmSJEmStJlYV3KieQjhW2B/4MZMWxWgOdAEGJhpqxxCqLH6w1dSCHQFFmXutwSGZ5ZfIxnDYn3bVhJCuCCEMDmEMHnevHnrCEOSJEmSJFUk6xoQ82BgCUmlxFbAbKAfcDlJsqIyMJ0keVEDqLqmHcUYFwGEEIqaagBfZZYXATtvQNuq+74buBugWbNmzhgiSZIkSdImZK3JiRjjuyXvhxC2AqrFGP+3yqYXZNYv2YDnXkwyiOZCoGbm/vq2SZIkSZKkzcSGjjmxDDh1TStjjC03YF9vAS0yy/sDszagTZIkSZIkbSbW1a1jJTHG5cAbZfTcQ4BRIYQjgEaZ/X61nm2SJEmSJGkzsc7KicxUnheX0v5UCKHuhj5hUXVFjPFzoA0wEWgdYyxc37YNfU5JkiRJklRxrU/lRCWgewjhC5LxHq4B/gAcCCwPIVzKiqlFq8UYb1rfJ48xfs2KmTg2qE2SJEmSJG0e1pmciDHmhxCWAbsC35DM4LEMyCdJVvwDmJLZ/HBgvZMTkiRJklSRze45oXi5bv8jUoxE2ryt75gTESgA8gBijAUhhAgUZu4fDRBC+KE8gpQkSZKybczYBsXLrY75JMVIJGnztz5jTmy9AfuL695EkiRJkiRphbVWToQQHgKqAA2A3sBSoGYIYRKwwYNhSpIkSZIkrWpdlRNPAhcB3wFjgZEkCYo7gIXlG5okSZIkSdoSrDU5EWN8Ksa4AFgAvAa8CCyNMQ4Bfiz36CRJkiRJ0mZvrcmJEMLOIYStshWMJEmSJEna8qxrto7+QDOgKslUopWBSiGERpm2OjgIpiRJkiRJ2gjrSk78E7gKOBe4NtMWgPczy1cCIYRQmGmPIYStY4w/l0ewkiRJkiRp87PW5ESM8WPgwhDCv4F/AxOBs4G8Eo+9E1icuV/bxIQkSZIkSdoQ65qtA4AY4yvAQcCvgfNiYlnm9kGM8fMY4ycxxrfKNVpJkiRJkrTZWVe3DkIIW8UY82OM34YQWsYY87MRmCRJklQe7ug2FoBL7jwm5UgkSUXWmpwIIWwDfBBCuBEYDDQJIVwKLC1l8wiMiTEOL/swJUmS1Ldv35V+SpK0uVhX5cQS4G9AL2AX4A3gAOBJoDtwa+bn/wN2B+4NIYyIMS4vt4glSakoeTHkhZEkSZLK0lrHnIgxFsQYhwBNgX9lmt+NMV4LLMj8XBhj7AtcCowBapRjvJIkSZIkaTOzrm4dX5LMzBEzTTVIEhCriTEuATqXaXSSJEmSJGmzt65uHSeTdO0ozNw/GjiwXCOSJEmSJElblHV165gIzAIuB6oDnwF7hBDOBGqW/Fl0K+d4JUmSJEnSZmZd3Tq2Bz4EpgHLgG+B74HjgJeBY4HxmZ+VgK2Ah8ovXEmSJEmStLlZa3Iixvh9COHkGOP4Es2doHia0cIY48/lGJ8kSZIkSdrMrbVbR8b/QgifhhCqhBCqhhD6ZdqvBs4IIVQPIQwNITQoxzglSZIkSdJmaq3JiRBCPZLuHPWAgkzz5ZmfecDSzCwdU4ARIYTq5RGkJEmSJEnafK1rto6hwGIgxhgjsDSEUDOEUDR7ByGEe4GQufsoTicqSZIkSZI2wLq6dXQmqYpYGkL4RwihFvAzsC3QD7gks7wNcABwTfmFKkmSJEmSNkfrGhBzDnBVCOFhYDjQCmgdY/wphPAFMC/G+FNm83fLN1RJkiRJkrQ5Wle3DgBijO+GEJoBu8YYp2faHijXyCRJkiRJ0hZhvZITADHGH4Hp5RiLJEmSJEnaAq3PVKKSJEmSJEnlxuSEJEmSJElKlckJSZIkSZKUqvUec0KSsqHJkCbFy1P/ODXFSCRJkiRli5UTkiRJkiQpVSYnJEmSJElSqkxOSJIkSZKkVJmckCRJkiRJqTI5IUmSJEmSUmVyQpIkSZIkpcrkhCRJkiRJSpXJCUmSJEmSlCqTE5IkSZIkKVUmJyRJkiRJUqpMTkiSJEmSpFSZnJAkSZIkSakyOSFJkiRJklJlckKSJEmSJKWqclpPHEK4COiauVsbeAtoA3yaabssxjg1hHAt0B54I8Z4adYDlSRJkiRJ5Sq1yokY4+AYY8sYY0tgAjAIeKyoLZOYaAa0AA4BZocQWqcVryRJkiRJKh+pd+sIIewG7AwcCnQOIbwaQvh3CKEycCTwRIwxAi8BR6xhHxeEECaHECbPmzcva7FLkiRJkqSNl3pyArgEGAy8CRwVY2wBLCDpylED+Cqz3SKSJMZqYox3xxibxRib7bTTTuUfsSRJkiRJKjOpJidCCJWAo2OM44D3YoxzMqumAXsBi4HqmbaaVIxkiiRJkiRJKkNpX+wfAbyRWX44hLB/CCEH6Ay8SzJIZovM+v2BWVmPUJI2Q02GNCm+SZIkSWlLbbaOjN8Br2SW+wGPAgF4Jsb4Uqay4l8hhFuBdpmbJEmSJEnajKSanIgx/rXE8vtA01XWL8/M0NEBuDXG+FmWQ5QkSZIkSeUs7cqJdYoxLgFGpB2HJGnDlew2MvWPU1OMRJIkSRVZ2mNOSJIkSZKkLZzJCUmSJEmSlCqTE5IkSZIkKVUmJyRJkiRJUqpMTkiSJEmSpFRV+Nk6JEmSJCVu6tqxeLnHsJEpRiJJZcvKCUmSJEmSlCqTE5IkSZIkKVUmJyRJkiRJUqpMTkiSJEmSpFQ5IKYkSZJUQt++fQE44sh045CkLYmVE5IkSZIkKVVWTkiSJG2mmgxpUrw8/F8FxcsNp32URjiSJK2RlROSJEmSJClVJickSZIkSVKqTE5IkiRJkqRUmZyQJEmSJEmpMjkhSZIkSZJSZXJCkiRJkiSlyuSEJEmSJElKlckJSZIkSZKUKpMTkiRJkiQpVSYnJEmSJElSqkxOSJIkabPVZEgTmgxpknYYkqR1MDkhSZIkSZJSZXJCkiRJkiSlqnLaAUiSKrbZPSckC9XSjUOSylPxex34fidJKbByQpIkSZIkpcrkhCRJkiRJSpXJCUmSJEmSlCqTE5IkSZIkKVUmJyRJkiRJUqpMTkiSJEmSpFSZnJAkSZIkSakyOSFJkiRJklJlckKSJEmSJKXK5IQkSZIkSUqVyQlJkiRJkpQqkxOSJEmSJClVJickSZIkSVKqTE5IkiRJkqRUVU47AEmStOm4qWvH4uUew0amGIkkSdqcWDkhSZIkSZJSZXJCkiRJkiSlyuSEJEmSJElKVWpjToQQKgOfZm4AlwEnAu2BN2KMl2a2u3bVNklbLvu7S5IkSZufNCsnmgKPxRhbxhhbAlsBLYBDgNkhhNYhhGartqUWrSRJkiRJKhdpztbRHOgcQjgc+Bx4F3gixhhDCC8BxwILS2l7adUdhRAuAC4AyM3NzVb8kiRJkiSpDKRZOfEmcFSMsQWwAKgOfJVZtwjYGahRSttqYox3xxibxRib7bTTTuUatCRJkiRJKltpVk68F2PMzyxPA6qSJCgAapIkThaX0iZJkiRJkjYjaV7sPxxC2D+EkAN0JqmSaJFZtz8wC3irlDZJkiRJkrQZSbNyoh/wKBCAZ4DrgAkhhFuBdpnb58C/VmmTJEmSJEmbkdSSEzHG90lm7CiWmY2jA3BrjPGzNbVJkiRJkqTNR5qVE6uJMS4BRqyrTZIkSZIkbT4cYFKSJEmSJKXK5IQkSZIkSUqVyQlJkiRJkpQqkxOSJEmSJClVJickSZIkSVKqTE5IkiRJkqRUmZyQJEmSJEmpMjkhSZIkSZJSZXJCkiRJkiSlyuSEJEmSJElKlckJSZIkSZKUKpMTkiRJkiQpVSYnJEmSJElSqkxOSJIkSZKkVJmckCRJkiRJqTI5IUmSJEmSUlU57QAkSZJUxvrWSn7Wz003DkmS1pOVE5IkSZIkKVUmJyRJkiRJUqpMTkiSJEmSpFSZnJAkSZIkSakyOSFJkiRJklLlbB3SemoypEnx8tQ/Tk0xEkmSJEnavFg5IUmSJEmSUmVyQpIkSZIkpcrkhCRJkiRJSpXJCUmSJEmSlCoHxJQkreamrh2Ll7vW/0uKkUiSJGlLYOWEJEmSJElKlZUTkiRJKfpo34bFyw2nfZRiJJIkpcfkhCRJ2ih9+/YtdVkr1Ov5LACz+ndIORJJkiomu3VIkiRJkqRUWTmxBSg5sF2PYSNTjESSJEmSpNVZOSFJkiRJklJlckKSJEmSJKXK5IQkSZIkSUqVyQlJkiRJkpQqkxOSJEmSJClVJickSZIkSVKqTE5IkiRtwnYZN4Vdxk1JOwxJ2mLc1LUjN3XtmHYYmx2TE5IkSZIkKVUmJyRJkiRJUqpMTkiSJEmSpFSZnJAkSZIkSamqnNYThxBqAUMzMSwGugIzgU8zm1wWY5waQrgWaA+8EWO8NJVgN0N9+/YtdVmSJEmSpGxLs3LiNODmGGMbYC7QE3gsxtgyc5saQmgGtAAOAWaHEFqnGK8kSZIkSSoHqSUnYoyDYowvZu7uBBQAnUMIr4YQ/h1CqAwcCTwRY4zAS8ARKYUrSZIkSZLKSWrdOoqEEH4LbAe8CDwQY5wTQriDpCtHDeCTzKaLgJ3XsI8LgAsAcnNzyz3mLVWTIU2Kl6f+cWqKkUiSJEmSNiepDogZQtgeuA04B3gvxjgns2oasBfJWBTVM201WUO8Mca7Y4zNYozNdtppp3KOWtLm5qN9G/LRvg3TDkOSJEnaYqWWnAghVAWGA9fEGD8HHg4h7B9CyAE6A+8Cb5GMOQGwPzArjVglSZKUfUXJYxPIkrT5S7Nbx7nAQUCvEEIvYBzwMBCAZ2KML4UQKgH/CiHcCrTL3CRJkiRJmwC7hmt9pZaciDEOBgav0nztKtssz8zQ0QG4Ncb4WbbikyRJ0vq7qWvH4uUew0amGIkkaVOU+oCY6xJjXAKMSDsOSZIkSZJUPlIdEFOSJEmSJMnkhCRJkrQFajKkyUrjAUhSmip8tw5JkiRJKmtFiZlfMkjjmLENipdbHfNJmcUkbclMTkiSpFKVnL6x4bSPUoxEkiRt7uzWIUmSJEmSUmXlxGbAuYMlSZIkSZsykxOStIWzdF+SJElps1uHJEmStInr27cvffv2TTsMSfrFTE5IkiRJkqRUmZyQJEmSJEmpMjkhlYPZPScwu+eEtMOQJEmSpE2CyQlJkiStlyZDmqw0S5gkSWXF5IQkSZIkSUqVyQlJkiRJkpSqymkHIGllJctlp/5xaoqRlL96PZ8tXp7Vv0OKkUiSJElKk8kJlTsvQCVJkiRJa2NyQpIkSdpS9K21Yrl+bnpxSNIqHHNCkiRJkiSlysoJSRXWR/s2LF5uOO2jFCORVJ6K/tf9P5ckactlcmIz4wmeJEna4tl1QZI2OSYntMno27dvqcuSJEmSpE2bY05IkiRJkqRUWTkhSZIkVSBNhjQBYOofp651u9k9J6y4U608I5Kk8mdyQqko+tCFdX/wSpIkSZI2byYnJEllr2gwOgeikyRJ0npwzAlJ0gYbM7YBY8Y2SDsMSZK0Cflo34YrTRUvlWTlhIrtMm5K8fLco3+z1m2dslSSNn31ej5bvDyrf4cNfnxxf/c19HUv+lxZ12eKpNKVvIjznEvS5s7khCRJKbmpa8fi5R7DRqYYiSRJUrpMTmxiNvZbrorIKgxJkiRVBHd0G1u8fMmdx6QYyZajKFFvkl4mJ6TNmLOiSJIkSdoUOCCmJEmS0te31oqZfiRJWxwrJyRJkiRJKmMbMuGATE5IkqT1ULIf9obaHMdLkiRJZcvkhCqkTXEE+5Ixd63/lxQjkVSRFI394rgv2lL17dt3pZ+SJJXGMSckSZIkSVKqrJyQthBO2brlsqRekiRJFZ3JCUkAzO45AYC6/Y9IORJJpSkaVMsBtVQRFCW8waR3tmzMuC+StCkwOSFJygqrdySpYjLZpM2Jf8+bLpMTUjkqOfiXA4FJWh+b/ftG31qZnwvTjUOSVGE5kO6WyeSEthh+ayuVPefvlqSNUzQukGMCSRVH0Uxb4Gxb2WRyQpJUzD7N2lhjxjZYcSc8kV4gkhyrZiMVTRPvFPEVWFE1HliRtxkwOaFSpZHF39iLIr95kLTFsYuEJEmbPMfJSJickDbCpvgtc8mYL7nzmPV6jKX70sbzxEOSpPJT1BVjeDntf13n/VvKOBlFr3N5dHcxOSFl2YZc6DtOhiRJUhkq2Q2gfm56cWiTUfzlQss70g1kC2ByQpu0khf61dILQyWYUJHS5f+gysrm1l2yZPXSlnaRUfS7BJhVTidM5fltqlRRze45YcWdlC9GNodBPDeJ5EQI4T6gITAqxnhd2vFoIxRlqzcgU138T5/Ff/iVPsSzcVK2CWXx0zpZ3RS70FRIv+B/UOtnY9831ve9rrSLjJInJL+4nDXL70NlErM2S/5tbNrW1IWtaHDJHsNGluvzbO4qehJoc0tqbk5KG+C1bv8j0gqnVBU+ORFCOB7IiTEeFkIYFELYK8b4cdpxbarSuNBPU3md4FTE8q5fcmFU9CYFK96oSvaTW98+c2mdSFb0v+eihMr6ju0hSaVZ32/msvHteFmpKLNIlPY5uLHSvmjelGbM+SV99Mt7XIHN0ZYyFoI2fRU+OQG0ZMX7z1igBWByAsrsG9DiD7EK/gFW0lpjLutv/8rxdS7OLlfQk8hN8W9jncphdoN1ldGVPPktq2+MKqJN6cIobetbCbQpXWRIv0RZv2+U5+dqRUmoVAQb8+34upJtRa9ztdFfFbdtqd/Cr/h7PnVFY+Z8dF0VKisl2zKvc8nPlNMynykrvc4lnydznpTNZNv6/m1A2f4fru11/iXW+dld4lqlSeZ5NjTZtq7/wfXt4lla4mp9X+fy+NsIMcYy2VF5yXTp+H8xxndDCG2BA2OM/VfZ5gLggszdfYDpWQ5zR2B+lp9zYxlzdhhzdhhzdhhzdhhzdmyKMcOmGbcxZ4cxZ4cxZ4cxZ0caMf86xrhTaSs2hcqJxUD1zHJNoNKqG8QY7wbuzmZQJYUQJscYm6X1/L+EMWeHMWeHMWeHMWeHMWfHphgzbJpxG3N2GHN2GHN2GHN2VLSYV7vQr4DeIunKAbA/MCu9UCRJkiRJUlnbFConngImhBB2BX4PNE83HEmSJEmSVJYqfOVEjHERyaCY/wOOjjGW3Sh2ZSe1LiUbwZizw5izw5izw5izw5izY1OMGTbNuI05O4w5O4w5O4w5OypUzBV+QExJkiRJkrR5q/CVE5IkSZIkafNmckKSJEmSJKXK5IQkSZIkSUqVyYktWAjhNyGEaiGEpmnHsi4hhIYhhMPTjmNdQgjnraG9dgjhD1kOZ72EEHYKIewTQqgfQshdZd0RIYQT04ptbUIIe4UQQon7lTM/W6UX1YYLIVQKIbRPO461CSEck3YMGyKEsGfmZ4O0Y1kfmb+BY1ZpOyPzc++Sf+cVyab6PxhC+HUIIbeU2x5px7aqEELVEMI+pbRXDiGcn0ZMGyqEcGnaMaxLCCGn6DM6hFClRPs+mZ8V7m9jUxZC2DOEUD2EcFbasayPEELbEMJJIYTtVmm/MITQIa241ibz+v4jhHBxKet+n0ZM6xJC2Cbz88BV2quFEA5IJ6rSZT4zzlz1/TkkGmV+bpVWfOtSkc+TTE5sIUIIYzMnuaeEEP4YQjgMuI1katYzUg5vNSGE/4QQXgghTA4hzATqAHuEEI4LIXQtOnGvgE4vWggh/LlE+8/A/2U/nPWyG3AAcB/QJoRwWQjh1Mwb13FAn1SjK0UIoRLQDagcQng20zwm8/OadKJatxDCk5mflUIILTPNlYC/phXTuoQQjgduCCEcFEI4vegCtCLKXGBUAm7PNN2VSbpdljmJqJdieGsTgL9kLjivz7Sdlvl5D3Bg6Q9Lz6b6P5jxAtAXuBZ4rcTP3inGtCa1gctCCLuVSKrsCRQCFTJxXCSTvLoeuCqE8M9NIJnSI/P+dmXmQnR/YGBm3XPphbV2m9JFaAjhvZB8IdYdaAGckmmvE0LolWpwa/c3oDrJteeFJdrfB/6VTkhrFkLYmyTefYGJJdqLEoVXphHX2oQQcoAnQgidgesybXeGELYluU45Ks34SnEeMAm4NYTQOoTQPoTQmOTzeiAwGmiWYnyl2hTOk0xObKAQwouZi+aStxdDCC+kHds6BOAPwKlADaAKUEDywXBvemGtLvOmWocktseBj4AILAd6AjWpgBdzIYSamZ9bZ5r+VSIjuYzkZLIiWk7y+gI8AuwA9ABeAp4BvksprlKFpILmRZK/4d4kSau/A7mZn3XSjG9VmQvOK0MIASj61iWSXBARYywg+fuoUEIIu4cQBpIk3FoB25K8f7wVQvhrCGH7NONbVeb1fSzGuBxYFkJoDiyMMX4GnAxUA0akGeOaxBgLgcLM38IhIYTLSY6hIbAsxvhWqgGuYlP7HyzFFzHGc2KMZwMfZn5+FGM8J+3ASlFA8n7xAHAj8AQwNiZTrS1PM7C1CSF0AXYHvgHmkZyon5RqUGuR+R9clvkfLCD5G67Mivfmb9OKbW02wYvQBcAcYD9gLCte32OBz1KKaa0y53YFMcaHYozfA78JIfwOIMY4EViYaoClOxP4D/Al8KcQwv9CCBew4n+wILXISpFJuD4F5JP8LedlVj1E8rndDvh/qQRXihBCN5Jzit2AbYC9Sd6fdwZ2Ion/lMzfR4WxqZwnmZzYcOcB569yK2qrkEIINTKLq14E1QeWxBinZz+qtdqPJLaiC+aS890uiTHeB8zNelRrEUKoBrwM/IYV/9jfAldllmuQfChXKJm47wIuyTT9g+Qk4SPgY5IEUUWbb/hLoDPJm/+wzP2hJCfBj1HxTiKrk3xgjcv8pJQLiwr1Gme+PfwIqBJjPJ7kwqgpSSLzt8ASkg/iCiPzmhaVUO4A/B14KITwKbBLjPFu4KWKVvkRQqgSQpgMNA8hnE7yd70I2BoYAFyUZnxrsKn9DwIQQhgRQngM2C+E8GhmuXEI4VGSz52KaBTJFwutSKo9ngKmpRfOeruD5NvDD0gu3l4HKmX+3itcN6UQwsvA/pmkSjOSb/bvIPm/fJmk+rEi2qQuQoFdgV7AdZmEULVMRWF7ki+jKpQQwqnAEDKf0Zlv9/9Mct5fdLFXPbUA1yDG2JvkbziQnE+fAPyK5OIfKtg5R4xxJnAuSayHkSS6LwcuAA4CZgFnpxVfKR4EfiL5O3iY5PPjR5LXNZK87udlqq8qjE3lPMnkxAaKMX6+plvasZUmhLATybffdYCzSLpxnA8cCVQFpmY+yCqMGON/SC7khpJ0K8hd+yPSF2PMizEeBLxDUoLblaTcb6cQQl2SrOqnacZYmhhjHklp9tPArjHGP2eO40PgHOCrNONbg71IyrJ/D1wN7ENSUfNrknLyvUMI96cX3spijD/GGP9CUnVQ8oSgQp0clJT59nB/IIYQisrd3wVCjPHnGOMtFfRb5p9CCGeSJFJeIrnIuDrzkxhjz8yxVRgxxmUk78uTSKqr6pAkMusBU4AmmfeTimST+h8s4bLMbQZwaWZ5eom2iuhYkoTEGEq8Z4QQjgS2Cyu6h1UYIYQ6JH+7vYHrSboNPp/5+QIwK4SwY2oBliLGeBTwHnAwyTf7A0n+Rv6XWbckvejWbFO6CA0h9CO5gKtEEiMkSZ+BQG7mvbBCiTE+GmM8oUTT/wOeBGqHEF4kqQgam0pwaxGS8c9KjtMWST4Hd8uc8++aSmBr93uSRObXJP9v35Ikfi4kSQacVIESm0cCXUmquJeRJAhzSM719yJ5vcfHGN9NLcI1q/DnSRXqGySVvRjjvBBCR1a8gR4CvELyu88h+ZBYml6Eq8u8+fwA/JPkH/zvmVVVS2xWYT5wS3EEyYlZJDkx602S9R2z5oekKpKUZ8cQwi4k/eWOJKkAeYYKNiZJjHFMCOFXJHFfQfIN0aesqFKpxIrMcEVSleSb5SIV5UO2VDHGT4BLQwjNSL45ugr4Pt2o1ul7ktc5n+TkZlvgaJIqoB9SjGutYowFmfe9RiQlok1I/oa3JjmBqEFSoVAhbKr/gzHGOQAhGaSsMcn/YE2Sb71qhhCOjDG+kmKIpVlTd8CDgVoklUzjsxbN+vkvyf9hIclJ79UxxrYhhBdjjG1CCP8E6gLz0wyyFBH4C8mXI38g+dY2ZP4389fyuNRkLkJL/q9V5IvQ14COJBVh/TJf3DQmScbWDCEcEmOclGJ8a1M5hDAS+L8Y4+tpB7MeClm5OjOQnOsXknzjX6G6GYcQdiP5O15AkpyoE2N8NIRwLMkXqj8Dp2e++a8I3iKpACqqmmlDUonQnOTaCpIkwK+KPncqkAp/nmRyYsvQjKS0bxErSoY/ICkHbBljPG0tj826GGPMfBv0A8kb6F4kb6y9gZxMmd0uIYRKmX5TFUII4T6SWBvFGB8MIRBjfDPzbcHBrJzFrkhuJ+ln9g3JRdA+JG9cJ5Oc6PRIL7Q1Oh/4hCTp8xjwKis+bCPJt3MV5mIuhNCb5CSspIryIbtGIYR7SD4nPiWpvIohhLOBh2OML6YZ2xp8Q5KI7Q50IOmy1AHonunedlamWqhCCSG8CTQAbiV5v54E/I6k7+rNMcbZKYa3JpvU/2CRTN/mp0mSyJGkKqEFyTdfrUiS9xXJi8AumVuxGONNIYTWMcYKNxgfScKkF8mg2yeSlO5XJkmCE2OsiGNGvQo0JPncu4Xk7/orkv/FwykxnkMFs8lchMYYnw8hTCdJwr5B0j2pK8m4AhcBXUhe7wolk5QYRhLzZ5lzuhYkF9NnxBgrYlXsAyGEFiTf5EPyXvcesE2M8d+ZLoQVRozxK+DukMwY9xhJVw5Izj8fJHk/uQn4YyoBrq4qyeffDiSv7Q8kiZWHSN7nLiU57/9PSvGtTYU/TzI5sYEyZVyrXlQEkmvqtimEtFYhhFokf4C/Ifl970YyKF8Vkg/ed0MIx8cYn0wtyNLlkFwwR5I3gUokAwi2Ijl5uJmK983zYJJvOR/J3C/Knv6DZDTnCvnNC8mAWfuSdOOoRPK6VmbFAFsvpRfaGi0nefNfSvLmvy1JefYdJB8Qw6ggF0YhhKqsGHx2XKatQn6zXIo9WTFrRAAeJTmOCpFdL8UCYEeSgdX+TNI17MIY4xuZrhHXseLb/YrkUGAkyYwAl5EkKn4kiXVYCKFDjPGnFOMrzSbzP1gkhLAfcFeMsUUIoS3JGDBfAH8CbooxvpZqgKVrSzLWxL7AxSQX0L9OM6B1iTEuDyH8H8ln4A8kZfCHkCTcKqojSaobZ5KcJ51M0sUqAMeT9IOvcDali9BMgurmzO3AGOOdIYSvgO4xxk9DCJelG+Ea7UgyBlMbknO8W2KMfTJVyYdQAbvshhD6kJzPRZL4ngTuZ8V5ac4aHpqaTFevhTHGGSGEnpnmI4E/xxg/DCE8nGJ4q2pCUhX2BcmXvp+SXLOEzC0CL8cYF6QV4FosoIKfJ5mc2HDnpR3AhogxLgRODCGcRlKueCwrSnmOJ/mjvI/kjatCyJRQTgeGk5wA78+KcSfOI/lm69XMYEoVRoxxcgjh5xjje5lBk6Zm2l8LIbxEkg0+OdUgS1dA8u1KICnP/g/JyMjnAMcAz4cQjsv8LVUUlUn6L19BkmH/DUkG+zqSkrXOqUW2ihjjUqA/QAihqLwvkpluMZOoqKjvxbmsGPgysGJE6qUklRQVzXiSwXK3ijFOCyF8QGYg2hjjsBDCn0IIVSpi32aSk8XKJKPC3x5C+EOM8ZsQwr+By6l4UxFvMv+DJewFXJB5f+4PnJi5KPoM+L8Qwp9jjH9INcLV5ZAk6K8m6fJT1A2vwsokZIcBr8cYPwshjCX5BjQ3hHBrjPGpVANcs8ok50ZTSE7OT2LF52IvKuBUs5vYRWgn4PEY44QQQqMQwjlA5RKVBxV13Jdfk8xaFUguRLuFZLYGSE5Z21bAMZgeJUkMFiW9L4oxLsu890HyXl3RXAP8N9Nl8GaS89B5wJ8z7ykVZraOGOMLIZk29A2Sc44DSb5A/YHk/bkKcHkI4ZEK2FVpPBX8PClUnO47Km8hhIOAqZmLJUII+8UYPwgh1M9MI1NhZPoE14wxfpcZuOUlYOsY48wQwgHArBhjhfv2NoRwToxxtYHgMhegp8UYK1LmFygeNLU2yYlZzUxXlEaZTHUlkpk8Bqc9QE5JIYSdYozzMsvVSpaghRCOjjGOSy+6Nct8A/5sSObt/l2M8fFMMu6wWMGmnALInCQsY+VqsQBUjTF+/f/bO+9wuarqDb9fCmkCoUkRQjU06SjSQlCCVKWqKGBQEelFRYUAUkTBH2pQRKki0pEOoQcERFSaCEpHiiBFAgKmf78/1p5kMpmbQsk5w13v88xz2py5a849c/bea6/1rWqsmjmS1rB9bwnhf7yRpyrpA7bfqNi86Sgdxu1sX9S072u2T5HUj+jA/7c6C6enU3+DDSQNtv1Iy77F6nZfl7Zwedt/bdnfEzjQdq2q5sCUCYZhtq9v2b808DnbP6zGsq4p13MH2xeU7U/Yvrnp+JT7vU6UZ1zzIPQHZRC6p+2TJd3tELmunDKIv17SKkR68fPArrZPK8dXsf1ApUa2oVzjcbQv3duLqGr12Jy1auaUAf3mhIPqsuY06Eb/vzLj2lCeG8sR6Uj9bD8uqVfRZNoPeNL2ldVaOZVi71btbFLRmpDUx3Yto6ab+0nN928d+knpnJhN2v2gS6P2Vdu/qsisGVIeUEu7pWRoCbHbzfap1VjWNZJWJCI7liU8p68yNWwR4G7bJ1Vh28yQdInt7crAfojtW8q1vsX2BlXb1xWdZrekhW3/u83+3WyfWYVN7VAo1w8rIba32B4q6XjgWdu1mQmYVSQtRlRm+JntR6u2px2S9qjr87grFDo783dxuGez46IOlOfE0JYB3C62z5Y0GHjUHdTBKN9nM9vXVG1LOyR90PaLTduruZ5K8B2LpC8Bk2z/tmW/gHVrmvbTMYNQSaNsb65Ih9iNCIl/kxAXfBXY3nZdUzumQSEUPZ5wftct5W6mSFrK9lNV29FMeQb/iOhfXGZ7S0m32t5I0o22N6nYxFmmA9qTT9m+rs3+rYl0lNcrMGsKWUp09vmtQhAOAEU+39+I8Na6MpAob/khSUtKGlQ8wZMIsao6Mo4In1uIsPMThNLznUTu7eCuT53zSOol6aDSiZmv7DYR5tUozVi7UPJOtbtwIYAi7B1J55b9dbunexA6DRCCkucRCs9bS7pC0lWKsOfaI2luQsxsQ0LJvlZI+oSkjYjQ/SEtrw0kDazaxhlwBCGaugpwfMv6ihXa1RUCvl2eIceVfQ19klOJMNdaIumSsuyhqaU4exBl4WpHmQC5oGl7AeASSR+uzqoZI2kPSbeUZ9yVTa/7Je1etX1d8G1CdHtJCEd32d+b+B3WkhINe7XtSxx6H4MlDSj3zVwzO38OMlFRAvcQohLYkYQ+xreBM5maQlg7JF0v6QJJd5VdFxGi8veVgWgtUVRsad3Xk6jAVRskrU+I//Ym0qeWkXQEkQp2BKH/Uks6rT0pHAAgaVdFNHqDjwKnVWJRE3XNc64zGwAnS9qSCD+6H9jSNVTrbWIiMeA8k6ghvBSwsO1BkmpT7aKFHxJ1sBcj7IfIYxYw1vb+VRnWBf0IcbXRlIeobbdc3zrOInac3SUSYS9grKTtgBXLctmynLdSA1uw/YKkeSWdT/z29rX9t4rNmimSXiJmtBr3ggiRxqeAw2xfVZFpM2JD4nnxAeJZ3RCmapSMPI6aVc2R1J9wxNr2UWXfBu3W64TtSZImlZDbj0k6AJhQot4m2L67YhOnoUSB7UdUYmh1xG5UvkctHbHlWk+EKSLXFwFn1TVyqTAQOKo5sgZA0j11jNYsvExoQ11LTIjsWn6fH6d9SH/llBn8rwIfKQOjXkRf7zQiOuEC4N6q7GthGUKf5vuEOOpngH8SQpP7EuXja1U9rkzcDCP6Sd8HTigOljGEg2VSOT7dLHRN2IWogtETuNL2FuV5Mr5qw1p4htApGkHcs+sSmnibE7/JDaszbXo6uT0pNGy7CzhNoXH1ikPo9foZnTgnSOfE7LMaUXZlOFF28RyirOUidQ35A64h1KcXI5SGtwE2qtKgWeBkojLHOkTjtVK15syYkg/+7RLy3lxisVYD+1Y61O5ehK3rEgJxPdss68YThNjT7whxp8WIAfN/iPv7p65fuch/EFEonycGQhMU+iSHAQ9ValkX2D4Spgzoj1VoZmxh+/Sy/9BKDWzPxkQoa7NTzV2s1wJJvYkotmVK9GCjRHV/4rvsWaF5XdFxjtgWeiqU1PckSup9C6id06qFXRWVJBoIWFTS4XV0uEFEIUhq5IiPJe7z05i2fawTixJio1cTz5KDiYo5dwL31Cz15zmiDdwR2IJwSMxPaIpNJoQ860YPoq8xD+HYnodwfDeWrxPOq7o6JybCFAdnv6b9dXvWfZhw/gwgIqaXJ9I7liT6ToMlneH6CI92ZHuiKBU6ElhF0j6ETs3xhINif6IfUrkjNp0Ts8/XCJXbl4mH/yhC9fQ2Iu2gjmwNHE782Kf8WIr3dz5JQ23fUpFtXfEs8AbxIxlLdGqOIOxfQtLNtj9RoX1dMRdRQ7hB3cqddkUn2T2YKOs2N9EwDC/LLzSWkgbZfroyC6fnQaZG/ewq6SvAKrYPKDNf50j6pGskOkr81noQ98aFkp4lUqqOrXmkGExt20bSVArXdt0qXuAQSL0ZGF0ifwQs3LruGpV7Lo6qjxMifJOIztkYIjLoPKLjs2ZDXLAOdKgjFkVFg0nAUKL88LnEgG7eknYwV031Vc4hZsf/TURsNvLyr6ZmZZQVAsXDmWrX4uW6f4ioQlPLtF2FWOoIYpC/KnA5Iep5TZkp/66krW0fU6WdTYwFFiGi2HoQ/btJxCzuprbfqtC2ruhFTJTNTTgpBhJOij7EwP88289UZl0XlD7GBKL92JWpbUljvVbYvqlMJpioALUjManTKGlZq/LrndqeENWIfk44g+4kxobjCafQJcA9wC8qs66QzonZpwfwgu3dJY0kwo/+RuTp1JWuSm5+lPCSrUuUlqkTixGOnysJFfthzQdLSFWtkDSCyBNvpu4Pqk60+36iRvMzROmxPxMN2CNl+RhR9m2PqgxsxfbxpSP5aJm9fxgYp6jrLmDjZhGzmiDbrytqiw8hGrVJwOPVmjVLjCrLE4gZrrozATibEACeDPwGWJpwDP2W6EjUihK2KiKqbW5CH6MPET2xKtHZqY1zoolOcsRCXM9GCO5k4tncl+iL9KOekWLYflbSkcD1xICufznUm0ibqFN1ormIvlCzc1hMe2+MpWaUKgDrAEi6HdidcEhsT4SXP9+IGqsJawGfK+tPEpGD44A/AadK+qPtn1VlXDvKNR5Sru+ngZuB/Ynn8kPAeZJ+VidHbGE+4rnRm/j9qWW9juxO9C+eIpzctzN1/GLiWVK369xR7UnpZ94n6TXbd0saXiI++hNOlj1tdzVmnGPUboDXASxhe2OFoORQYPXyj62zoN0NhLd6keadtk+QtIntH1Rj1gz5OrA4cBMwWVHLu5k+ko52U/m6KlGoZU8khA9Hl3218vS2oxPtdpSQvbjkTF5GzGwdQkRO3ATsZbs29egl9SXCPh8jnG4/IaI/5iE0ED5ZQ8cETHVQnQ4cY/uvkgYBZ0na2fZzFdrWFkkrEE6U7SX9Afg1MKLY3QMYUBfl+hZWBeazfYykLYClbP+irA+x/Z2K7ZsOSX8mnCkjgbWJAcaniJDcH9cwTakTHbHY/jlMEd8+D/gsMVv+qu3KZ7jaIWlVIlriCWD35s5ucWj9hUj/qQW2XwaOltSYBHnW9umSdnApDV4G/LVEUiMtQiUy71AiYvaW8h0urtbCKdxDPCcmAG8Ronx3E+ke/6KmjmRJqxHOCBGRP98gqkk0xKwvlnShXZ/qRC4lhouWwIll/TNN61tWaV8XTAb2IWbyLyXuh4eJNKUxhGOiNs6JTmxPACQ9SKTXnQrML+nAcuhEIjK9d9V6RumcmH1elfRNQrjlGGBACb+tM5sC3yNCsvcilN+XrNKgmWF7J0kLEyFHmxHCM2Oa3tKHGlWRKGrZPwSQ9HxjN5Er1xjw1+731ol2KxTqhxDRPnsTA6TVCFGw3xKRQHWiD7AJETa8JtEpf5rIV/w4oUGxputXGnfhMiC6ElihDPCfIHLeX67Usq45hJiJW5HIAZ4EbEk8AxspKrtWZl3XTAK2kbQM4ZSdu6T7zEvcJ3VkHSKtYxQRVr4sIZj6TeACSVu54lrpzXSiI7aF/xWH1QVElM3oqg2aAV8lUk9WBG4s1/4NIlribGocaVps7Vs2B1Rpy6xQokifIq7tNZIuJapf9CdyyU+pzrrp6EGIuR5PRE38rqwfSUQh9O361GooEY8NLYRGxYgXiAmyw4nv9FfiOVKLyTIIpwTwMSKFpvGsq931baEXkUJ1IBFlszqRRn8Mcb9sW5llLXRye2J7ZUlXlgyAXYC/E+Kjk4m+ah8q7ifVatDRIexMqN/+oHhNlyPCWmulMNxCo5zUt4jwWxPhXbXG9r+BvSVtCvyrEyocQDhWytLA7xu7KQP+utJBdr9CdHxHEtokjxIOrFWIzvBASYvZ/ld1Jk7F9mvE7H0P4FDbR0tanJgpf6A0DsMrNbI9hxOD5p5E+PiChCr5YOBNScfb/lOF9k2H7V1hSgTFpwhHyi5E1YDaaDZ0wa3EQGIjYBAxiBMwStIA22/O6OSKaDgvJ9r+eZml+7eivO/+RKe+FnSiI7aBmkpC2n5F0rbEoP+vtn9XrXXTY3u/Mqi70fbGMEWIbUtiQPr3Ek5cmwmGwiKEc60xCDqh6Vj/6d9eLYrKVdcRofDLEc+8s4ky29sDJ9h+uDoLp+OsEiX4zRLRcYmkewi9iVpV92lQ0jq2krQIMWjejHCm/LPpbb2I2f46cQfhjPiIpKsJzbYNYMqzrk4lZhtsZ/sl4A5JfUtk9IvAlyRtXP4XtaCT25NCoz05u6R0LGv74IptmoJqFIWUvEeUG+8rrbl85cdzoO0T2p+ZJPVEUq+S874j4e29iZjVeIqIsrnD9p0Vmvi+RtJSwHK2b5zZe+ckZTZjCWAR23eUfUsCWxEiT9+1fWyFJralXM+diaiaDwHz2r63HDsWeLNuYp5lwHwIcHyj0yjpa7ZPKW3O9rbPrtTI2aCkG9Ty/gCQNF9JaWtsLw1Mtv3PGZxWKZI+ZPs5SSva/nvZ1ws4CDixLmmZDSTtQHTaryBSeP/edGwI8Kca2jwPEbm0MZH2cydRBnVewpl8Y40EMTseScsDPW3XsmJVOyStSaQ03la2BaxZV4fQ+4Fyjddr9EPqhqS9CKfmGNt3SdrM9rVV29WgR9UGJHOE/xFedCT9WdLNku4kVOx3kHRbpdYlyezzvKIW8y/KzOHngG2LN/sB6l9ir6OQtJOknpKOBrD9VN0cE4UFiHthJUlHSToK+AqRGnEUoRNUO2w/RSjCX0pUcWk4JvoRzorXq7OuPUVH4BPApZI+U/adUmw+mRBeqxWSzm3ZXrks1ybCibeowq6ZIWkTYOXmfbaftP1PSf9XkVkzpNj1Whk8jyzPj4scFYmWoszi1oyPE46JHoTNPSRdVI59nhrabPv14rjcC3jS9kNFp2Sk7aGE4z55l7D9cLNjotwjQ6uzqGskXS9pMJF60EfSRpI+SqRd1S39taNp00dyHR0T5X49hIiqWZvQnOgFLC/p8PKqvP+czoluQAnTbwjuveEowTm2LN+wvWF11iXJ2+I+25sSqsM9iUHd2mVW4yHy2faOUdCIqtqbGCR/StKg8pq/QvO6YhLxrNuJcFKNIWYPxxEifHXGtrcAxkoaVjoQZwGntka91YhOs3mKfkeJHDxT0rxEVM0r1FfM7Gwi+qcdq89BO2YJSXMTHd+PEnnvbxRnVt/yvF6LmmlmdGHzZGpscwNJWxHltReXtKuiXOR2Zdkq2Je8DcrA81pJa5TtYWX2uSc1Sl9rYSDRHi5GRLltRDwvvkyNhCU7lU7sI5Vn2npl82Ii7fXLRCWaXoSQ8bD2Z885sgPffVhe0n5M7XzVtROWJLNC8308CPgVIbj2HSK3cmRFdr1vKE7NVcrmYkRlkaWIPMvjgIdKznOdOAHYgRD/fY4o8TUWeInQJ6kdkoZIOoiYwehBDJC2JURfx1MjkbUGnWhzYUrViNJJmwSsD3yvzukRRKWfoyXdViIfG6/RwPJVG9eMpCUIEd15iOvbqisxgkgFqrxcXYNOtLmFgwibv0nY37yso1ZNxyBpAUVVgwWJ/sVlihLgzwCDi25K3fQmGkwmnBInAdg+CrgXeKRoOyTvgA7tI8G0/edFCW2rt4D7gD8S/aVKqbNYR/Lu0hAObCWdFEknspSkg4mGYBui/vXLhObEvSV0OHkHSPo+cZ0PB54oFXRut/2Fcnw/6teG/IAIv964aV/dHbKNErOXl9c9tveC6BgDx0l6qmZ5451oM0Cv4lSB6JAtQjiykLQi9b1HTMzQXgVsTggfXlPWL6/Qrumw/YykzYiSkVsS17m/QsRzPeC6uol4dqLNrdg+RyEy2ro8d+ZnJzPgNeAS4OeEnsezhDPiSGpczUXS3kQ1iWeJSCBKSoeIai7JO6RD+0gQoua9if7zfUQZ31qRkRPdh7dsjwIGSzqxabmCpBPL7FeSdAp7AH8Gvl6WTxCNwLZEbfdfldz35O1zJ9Exu4umGWdJm0o6x/aJdamI0sR/CI2dB4lZrp2Idm4bovpI7SjXcD4iteA+4EpJfUre5/rAq8DrdXpGd6LNTbxSXi8T9/XLTdu1Q9KnmzYnEiKY44BJZVlHh4qI3+Fr5TWZiHCbSERxqkLbuqITbW6l7o7YjsP2RNujbO9IpAouR0TZnEw8N+rKo0SVrV8TjuReRLW+o4h2MXnndGIfCeK+fZzoO99J9JtqRR07Dsm7jELV+6qy+Uki9Hn9styQUM2e3MXpSVI7bI8mRAJ/STS2ewKLEzO69wG/tf2/ygx8H2D7KuB129fBlOoMPYlUiX2qtG0GvEUMMq8BdiNmjbYuugjbEfdHHVmR0Me4GfgZU1W0rwBWLJ2cuj2jO9HmibbParyAF23/pmm7VkjqTVRx6RgkzQeMIjrrt5fXWNsjiciEG4nUu9rQiTYDSFpV0k3AslXb8n6nhOd/GxhaBpzPMLVfXTtsX0+kOA4EbgEWsH2z7c2ANcu4IHkHdGgfCaY6J/5ETPCtTM0cmumc6B7sC3xG0jGEkv2Xml67AcOrMy1JZg9JwxWVOg4kBMq+SMwETCbC+l9olMxK3j5lpvDHZfM1ovH6JRECuH9VdnVFsfdgourC3kTO5zLAgSXscgQxo19XJgCbAHcT4fqrSfoGU8WM60in2dyzsVKiOnpXaMtMsT3B9mebdvUHehehtcayZ/uzq6GUO92cGOj3IkpzNpDty4F1JA2swLy2dKLNhQeJygsvdnG8VgOOTqREhB1GtIGHArdL+hrRlmxTpW0zQlIfojT1QsCqwIuSzlVULDod+EKV9r0f6LQ+UhONNsPA/YReWx+iPezLtM+/SkjnRDfA9kFEjurzREP2JnB1eY0CalPbNklmhu1fE/fzZUTO+A+A64CtiVy61ySdXpV97yMGA8OLhsDtwO5EA7YdsL2kL1dpXCtFnOoK4PfEM24CMaM4FxFJcTURjltHBJxB3NcDCMfbZOJar1ShXTOiE23+b9O6CZuBjnBWTCQiHscQFVHeKMvBFdrUlhK1dhfx3LgNmFtRrq4RPnw9JQ++LnSozZNsPwm8UQbMi3exTN4ZLxHtxwLEYG4CkdK2VIU2zYzPElWTriP6ST8kBszfIML5ayWk26F0VB8JprRz5xPt92GEVsa5wJnEM+5+ImWpUhT9uaS7UDz/X7R9UtW2JMk7oYTiLmD7sRJOt5DtF8qxYbZvqNbCzkbSF4F/ELNyFxOdsQZ9CH/AqVXYNiMkfQhYyfYNZWb5IKKTVttqDEUfpQcxAG2lj+3X57BJM6UTbZ4RZRZs65KWUiskPUTM2l7emioj6eZSFry2SFrO9mNN271LlYPa0kk2SxpGaMC0qybS1/Y5c9ik9x3FUXUIsL/tBSRtDFxI6DncYnv9Sg2cAZL62h7bsq9P0axJ3iZt+kgnEYN+iD4Stk+pxroZU8aC8wHjbT9XsTnTkc6JJEmSpEskLQh81vYvmvYNB/5dRHaTJHmPkLQ8cDQx8BzBtGUuewI72z66CtuSpLsgaR1CS2B8Q+SwOCwAhts+rTLjksqQ9GEipWNH2ydJ6mV7oqRP2r6pavs6lUzrSJIkSaZD0gZl9RxgC0nXNR2+nRBBTJLkvWU00fl9gxC2O4xQWD+M+B0uUZllSdJ9OA8YQmn3JK0NbESkWi1UoV1JRZQUia8T+iNblN0Nh8R3KzHqfUId668mSZIkFVIa3c0l7UlE2G0labSkM8pbetM+hDhJkneXh23vDiDpBtu7SxrdtExNgSR57/knIXR4saQ1CRHuLQmn4TerNCyZ80han6gU9yAR0ba0pCOAQWX5wSrt63QyciJJkiSZBtuTbR/K9IrTpxIN8ghglTluWJJ0P9xmvXWZJMl7Sw+iPOS/gCOBh8r6QcD8FdqVVMMzwLbAWOAComz5+UTqz3l0XUEnmQUyciJJkiSZDkkjgceAvpIGESWmdiIUyp8mxMHGV2ZgknQPli6lcAUsW9aXblke3yp4lyTJu4OkHYhIweOI9m95ojrYUkSbeF9FpiXV8WHg+0SlqoWIe+I7wJJESsdgSWfYrl3Fjk4gnRNJkiRJO462/XLRnjgYeMD2fjAl3/ZKSUOdqspJ8l7SKE+3GbAroTFxKnAroUcxF9OKZCZJ8u4ygPgNbgHcS5SX/QtRovN8Qnsi6UbYvknSokwtSb0j8ARTU3x6UCp2JLNPVutIkiRJ2iJpVeB7wC6232w5Nsj205UYliTdCEkLAaNsry3pCuAw2/dXbVeSdBckjQb+DKxOpHQ8AHwR+DTwI9t7VmddUgWSbgUeB+YB1iAEihtaXAaut31BReZ1NBk5kSRJkkyHpD8AbxGN7KWSmg/3BPoB61VgWpJ0GyTdT0RGrC7pdWAicHL5PfYgfodDbL9WnZVJ8r7HRKTS7UQ6x7rAYsAmwKLVmZVUyGRCh2Q8cCnhpHgYOAkYQ2hRpHPibZDOiSRJkqQdG9qeJGk44Yy4xvbzjYOSelZmWZJ0E2yvJmlhYBTwJeALwNrACNt3VWpcknQfVgXWIap2LA3sbXscgKQhVRqWVEYvImLiQGAtIqpmAeAYIvVn28os63AyrSNJkiTpEkmLE7Xc/2X7tqrtSZLuhqR+wKa2Ly/bCwIr5u8xSeYMpby2bVvSgrZfrtqmpFokLWT7pbLet1mUWNLGtkdXZ11nk86JJEmSJEmSJEmSJEkqpUfVBiRJkiRJkiRJkiRJ0r1J50SSJEmSJJUjaZCkWS6/JmmwpHMkDXqX/n7qqCRJkiRJhaRzIkmSJEm6MZLml3S5pCVn45xDJE2WNLHNa7Kk77Q5Z5ikRo7uDZK+1vKW64AtZsP0owiByOVm0eY9JG3WtP1qQ8xO0keAv0laouWc5SS5zevcNp9/vqRjZsP+JEmSJEmaSOdEkiRJknRvdgGWBZ6bjXPGABfa7tX6An5DlFdr5X/AuLL+FvA/SWtJGiNpDLAC8OvGtqTfdfXHJe0AbAV8Hzi3CLfOis0XSdq8bI8D3pI0D3AuMNr2My3nNOydr+l1HDC22LGVpAOa3juWJEmSJEneFumcSJIkSZJuiqSBwKHASsDLTY6BMSUC4pddnDphJh89uc2+8cCksu7ymgCMsT0Q+BhRFWYgcADQuwub1wDOAPa1PYIos3mrpLYRFJL6lnSRC4HvApu1vGVTokTgPpJ6S+rfdMwAtsc0XoQDovH9VgI2bn5vkiRJkiRvj15VG5AkSZIkSWWcAvwRWAY40PYNAJL2Ab5KOAna0dZx0ES7yY9JTD+Anwz0k7QVUSe+R1lfjTYODklDgd8BPwWukzQc2Bs4G/iDpH1tX9By2k/Ld3mr8ZmS9ivHRjPVYfKf8r0eIerXA/Qs79+h6fNWAt4o6+OZuaMmSZIkSZJZICMnkiRJkqQbIunHwCpEWscuwBmSVpZ0ELAPsEVz7fYWBgKfa6fHAHwJmKvdnwQGlRSOLYHTgL2AAcDnge2IfsnngXVabJ232Hs98FPbhwNLAWcCE4HPEakZ50u6WdK2khoTMHuVlJN5gPmBnwP3EmkeGwN3ACOBxWwPsL1G05+eDNxEOGkOBr5ePuOxLq5LkiRJkiRvk4ycSJIkSZLuyU3AT2y/Btwr6VjgbmLQvrrtF7o60faxwLFv428+DSxNOCp6ASsTTpCdJZ0GPGL7+BIRsQ2ApGWAvxCaDjvYvqJ81ltlOcG2gQMkXQv8GDgdWBV41nYjWmI94EfAf4FhwKNEpMS+wInAPyQdYPuSpu/5DLCJpHWBPwDz2371bXzvJEmSJElmQjonkiRJkqQbYvtqSf0kbQvsTKRVHAKsD9wl6Qoi7eF+4GnbE4p2Q2tKx0TbY4tWQ2tE5sSm6Iu5yt9t6E2ML5EW80oaAWwNXFnW12j8HdtPSNoZuKM4UqZ8dtPnNb7TtZKuB5a3/SyApDWJKI25gcNtn1f2vwyMs/0EsJWkLwO/kTTW9jXlPdsRQp7LEFoT60hq/LkHZ+U6J0mSJEkya6RzIkmSJEm6EZI+COwPfJzQT7iVSI8YZXsS8ONS/WIHYFdgQ+AVSasAPwN2b/nIK4DPENENK7YcG8XU8qADgCWLQwLgJCJi4VZgJ6JPsmB5Afyp8SENZ8GsUCIl/t6060FgBHBtI4qiMAlYD7innHeGpKuA1ySpOD0OJyI25ivnfK8sPwx8Y1ZtSpIkSZJk5qRzIkmSJEm6EbZfLFEDRxIRAacRjgiaogIanE84C+azPU7SOOAw28eU9w8HNinvHQdsbPuWpmPbNX3WQsDfbK8i6Rigv+1HipbExcCXgXmARW0f/y5+5RsIDYtxkhrOiR5EJMX/FVsa9CEiPJYFnrK9evku+wNb2R5Wtq8ixDB7k32pJEmSJHlXSEHMJEmSJOlm2P6J7d8TqQr3FcHIaV7AMRQ9B9v/KadOavNxk2ZwrDlSYWngmbIuYLKkvsBhhMPjckLkciWAknLSTlhztrA9xHYf2/PYHlhKlZ4K3Ae8BqzX2G+7n+2etp9q+ZjNaIrkAPoT164P0Ped2pgkSZIkSXr7kyRJkqQ7M34mx9s5HPpKGljW+zNtZY4PtBxr5mOUFApicqQH8MOy/6OSjiMG+z0kbUMM+r8CnNOFbQJoSsGYJSTtAewGrAWsS5Qk/brtq7t4//ZEdMjeTbv7AW81IkiSJEmSJHnnpHMiSZIkSZKuaM3z6AkcWl4NLms6dmXL+68AkDQAGEpUy2i8t6ft/YkynZT3fQdYzvZXZ8G2PmU5F5FS0iWS5gU2B/YEBgFDbT8JPCnpBeAcSQ8DvwKus/0fRY7LHoQuxsFFmHNVYDlgBeCl8tnzA0sQ1UEemAW7kyRJkiRpQ6Z1JEmSJEn3ZS5gLUlufQFHMG1UBIRD4DDbsi3gi0yNruhDaE40ju3G1EmQ5YDRtm8v211pNfRj1tMkGlVDZpj6IemnwKuEKOZFwAq2/9o4bvtmYDBwGzAS+H1JJ1mdKEv6Lds/KW//NFGm9Czg3rJvKJEishBw7SzaniRJkiRJC5qNSMgkSZIkSd5HlIiGeWw//x589kBgYBv9BiT1A7D9v3f777b5WwsDH7D9+Cy8tzfwQdvPle2FbL/UcnxicxqJpF7AEiUSI0mSJEmSt0k6J5IkSZIkSZIkSZIkqZRM60iSJEmSJEmSJEmSpFLSOZEkSZIkSZIkSZIkSaWkcyJJkiRJkiRJkiRJkkpJ50SSJEmSJEmSJEmSJJWSzokkSZIkSZIkSZIkSSolnRNJkiRJkiRJkiRJklTK/wPkELhZjJ+qgAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "brand_sub_count=df.groupby(['店名','sub_type'])['sale_count'].sum()/10000\n",
    "brand_sub_count=brand_sub_count.reset_index(level=[0,1])\n",
    "brand_sub_count=pd.pivot_table(\n",
    "    brand_sub_count,\n",
    "    index='店名',\n",
    "    columns='sub_type',\n",
    "    values='sale_count'\n",
    ")\n",
    "ax1=brand_sub_count.plot(kind='bar',figsize=(18,8),width=0.8)\n",
    "ax1.set_title('各品牌各子类的总销量情况',size=15)\n",
    "ax1.set_xlabel('各品牌个类别',size=15)\n",
    "ax1.set_ylabel('销售量/万',size=15)\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各品牌各子类美妆的总销售额情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "brand_sub_gmv=df.groupby(['店名','sub_type'])['Sales'].sum()/10000\n",
    "brand_sub_gmv=brand_sub_gmv.reset_index(level=[0,1])\n",
    "brand_sub_gmv=pd.pivot_table(\n",
    "    brand_sub_gmv,\n",
    "    index='店名',\n",
    "    columns='sub_type',\n",
    "    values='Sales'\n",
    ")\n",
    "ax1=brand_sub_gmv.plot(kind='bar',figsize=(18,8),width=0.8)\n",
    "ax1.set_title('各品牌各子类的总销售额情况',size=15)\n",
    "ax1.set_xlabel('各品牌个类别',size=15)\n",
    "ax1.set_ylabel('销售额/万',size=15)\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各品牌热度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '个品牌')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可以从各品牌的评论数，来判断人们对该品牌的关注度，从而间接了解各品牌的热度情况\n",
    "comment_num=df.groupby('店名')['comment_count'].sum().sort_values()\n",
    "fig=comment_num.plot(kind='barh',figsize=(15,9),color=['r','g','b'],fontsize=14)\n",
    "fig.set_xlabel('评论数',size=15)\n",
    "fig.set_ylabel('个品牌',size=15)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 店铺销量、评论，价格与热度之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1704cd0b070>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAq4AAAEkCAYAAADuPLMlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAxOAAAMTgF/d4wjAABOPklEQVR4nO3deZxcZ33n+8/vnFp775Zau2TJlmxsed9tecPGMTiQ4JgkMJAbliQwZGYIJMxkbiYZJpCbkMz1JYFAtsHEQJywhMUrNhjvi2x5t7xJsi21drV6r/2c3/2jqu1Wq1trb6X+vnnVi66nnjr1nDpt6avnPIu5OyIiIiIiM10w3Q0QERERETkUCq4iIiIiUhcUXEVERESkLii4ioiIiEhdUHAVERERkbqg4CoiIiIidSEx3Q2YKul02js7O6e7GSIiIiIyjq1bt5bcPT3e67MmuHZ2dtLV1TXdzRARERGRcZjZ7gO9PmuC69GqRDFbevJs7cnz2p5BdvQXqUQxiTBgQUuaFXObWNyeZWl7lkSoERgiIiIiE03B9SD6cmUe3dTNT17Ywa6BIoEBGOlkQGBG7M5zXX3ATmKHec1prlm9gAuPn0NrQ3KaWy8iIiJy7LDZsuXrkiVL/HCGCkSxc+/Lu7h57WYK5YiWTJKWbBIzG/c97k5/vkx/oUwmGfKB85dxxUnzCIPx3yMiIiJyqHp39/PMAy/x5M/XM9ibI0yGLD5hHhdccwarzjyOMBFOdxOPipltdfcl476u4FoVxzHD38WewSL/58HXeW5rH3ObUjSmD79jeqhYYc9gidMWt/KxS5Yzt2ncccZTyswIAg1lEBERqSdRJeLumx/mgR89gcdOQ3OWZDqBu5Prz1MuVuhY2Mb7P30tS09cON3NPWIKrjXjBddSqcTmzZspl8sA7B6qcOOTe+krRHQ2hgQH6GE9mNid3UMRbZmQD5/dQWfjzBiZkUwmWbZsGalUarqbIiIiIgcRxzE/+OrdrL37OToXtZNM7z8U0d3p3d0PDh/93PUsO2nRNLT06Cm41owXXDds2EBzczNz5syhe6jE/3P7S/TlyyxozUzYZ+/oK9CaTfJ/X/u2ae95dXe6u7sZGBhg5cqV09oWERERObgnfvY83/3rO5m/bM5BhwL07u4nmU7yma98mEzDzLjbezgOFlxn9T3jOI4pl8vMmTMHC0JufPgNenJlFrY1YBZM2GNhWwM9uTLfeHgzWEAYhtP2SCQSzJkzh3K5TBzH030JRERE5ADiOOaBHz5BU1vDIY1fbetsYaBnkBcf3zQFrZt6szq4Dvc2mxn3vryLZ7v6WNiWnZTPWtiW5ZmuXu59edekHP9wDE8wmy297SIiIvXq9fVb2dW1l+b2xkN+T6YhzUO3rDsm/56f1cF1WF++zM1rNzO3KX1UY1oPJDBjTlOam9dupi9XnpTPEBERkWPLzs17AD/gqkajNbc3sv313ZSLlclr2DRRcAUe27SXQjk6otUDDkdTOkG+HPHYa90Hrfsnf/In3HXXXW8+/9jHPsaWLVsO+p4bb7zxqNspIiIiM0O5FOGHObLPgoA4dsqlYy+4zoxp7tMoip2frN9BS2ZqNgtozSS58/kdXPm2eWPusOXulEolEokEYRhSLpcZGhrijTfeYM+ePRSLxTcnVd1+++38+Z//Oel0dfD18KSrb3/728RxTC6X49FHH52S8xIREZGJl2lIEYSHdzc4KlcIEwHp7LG3EdKs73HdMVhh92CJlim6uC3ZJLsGimzpyY/5ek9PD9dccw3f/OY3+a//9b/yzW9+k4985CO8+OKL/M3f/A3XXnvtm3V7e3u5+uqr+elPf8qaNWv42te+xoYNG3jve9/Lxz72MYVWERGROrfilCXg1XVcD1XfnkFOPu8EEsljr3/y2Dujw7RrsEwAhzV25GiYGWawtSfPirn7D7Tu6Ojg3nvv5Qtf+AKrVq3i/PPP5+KLL+b3f//3ufHGG7n00kvfrOvu7N27l0suuYTNmzdzxx130NHRweuvv04ikeBrX/sa99xzj9ZrFRERqVOdSzpYddZyNr2whbkL2w9a392pVCpccM0ZU9C6qTfrg+vW/jJM8Y6shvFa9yCXrJq732uvv/46n/3sZ3niiSc49dRTmTdvHn/xF3/Bli1bqFQq+4TQSqXCwoULefDBB/nkJz/JNddcw5o1a/jqV7/K0qVL+chHPjKVpyUiIiKT4PJfOY8Nz7xBfrBAtmn8debdnZ1bullxyhKOP3XcpVDr2qwPrntyEZnE1I4BSScDdvYVx3xt8eLFfP7zn+d73/sel156KZdffjlr167l/vvv59prr6VSqfDSSy+xbt06crkcbW1tAFxwwQXccsst3HLLLQBcfvnlU3U6IiIiMomOP3Up1/+nX+B7X/4JhXyJ1jnNBMG+vW6lQpnuHb0sPn4eH/jsu4/Z7d1nfXCN4sNbYmIiGFCOxp4imEwm6erq4s477+S6667jjjvu4Ic//CH33Xcfb7zxBrfccgvvec97+LM/+zN27tzJueeey4c+9CHWrVtHZ2cnqVSKoaEhvvjFL3LppZces7+4IiIis8nZb19NU1sjP/nWg2zbtAsDwlSIx05UiUimklz0rjN5xwcuprFlctaknwlmfXANA8MrU7tArwPJMVYUGNbc3MwXv/hFVq9ezRNPPMG///u/k8/nWbVqFZdddhknnngi7373u/nVX/1Vfu3Xfo1vfetb/PSnP+Xb3/42X/va13jf+97H5z//eYVWERGRY8iJZy1n1ZnHseWV7bz4xCYGeoZIJhMsWNHJ6gtW0tTaMN1NnHSzPtnMbQgpVKZ269NiOWZ+6/j7B99www309vby4x//mJ6eHhYuXMiVV15Jd3c3URTxt3/7t+RyOZ5//nlOPvlkAN7xjneQSqVYsWIFl112GWedddZUnY6IiIhMETNj2UmLuOaDl/C+/3QNv/zxq7jgF06fFaEVFFxZ3JKsdoFOIcdZMadpzNfWrVvHzp07+cVf/EWuuuoqvv/97wPwwQ9+kNtuu40LLriA1tZWHn/8cT70oQ/xwx/+kOuvv55rr72WefPm8Q//8A9s3LiRiy++mPPOO4/vfve7U3lqIiIiIpPGjsV9bMeyZMkS7+rq2qcsiiJ+/sQL3PhcjqXtDVMy1tXd6erJ8/n3njrmcljDS1zNmTMHgHK5TDKZ3K/OcFsHBwdxd5qbm/c71uDgIIlEgkxm3xmIURTxyiuvcOKJJxKG4USdmoiIiMhRMbOt7j7ukgjTMsbVzJqBNcAOd396OtowbEFTgs6mFP35Mq0Nk7/eaX++zLzmNEvbxx44bWZvhlZgv9A6XGdYU9PYPbcHe01ERESk3kz5UAEzawN+BpwN/KWZ/Z6ZXWNmG83s3trjklrd68zsGTN7wMwurJWZmd1oZo+Z2XfNbPwFzQ7eFsLA+IWT59NfKE/E6R1UX6HMO09dMOZ2r1NluJd9qldTEBERETka09Hjuhr4nLvfbma3ADcAc4FPufutw5XMbB7wJeAcIAbuAC4APgGE7n6BmX0U+DTw50fSkCAISCaTrGqAVBgwWCjRmJ68r2SwWCGTCDj3uDai6NC3bptI7k53dzfJZFKrDoiIiEhdmfLg6u4PAZjZycCfAP8MfBy4xsz+CNgEfBS4GHjA3ffU6neb2TLgGuArtcPdCvwrRxhcAZYtW8bmzZu5bHHAD9b3sqA5QTAJPZGxOzsGKlx3Sis7t7zGzgn/hEOXTCZZtmzZNLZARERE5PBN5zquVwEnAnuALwM/cPeymX0deD/VXtbNI+r3AouA5hHlw2X7MbPPAJ8Zft7a2jpmI1KpFCtXruS45RHbyi/z4vYBFrcd8eiDcW3tKXDhic188O0n7rfbxVQyM/W0ioiISF2atuDq7l8xs7uA7wIXuvvwINNnqA4neAgYOe0+QXXTqf4R5cNlYx3/BqrDEIDqqgIHak8yEfLbl53An922nh39RRa2TtyuE9v78sxtTvNbl55AMjnr93wQEREROSLTMTnrd83s87WnHcBe4BEzy5hZCrgOeBJYC1xWm4wVUh3f+jrwCHBl7f1rgNcmqm2dzWn+6zvfRls2ydaeHPFRLhUWu9PVk6O9IcVnrzmJzubxNx0QERERkQObju6/rwM3mdmDQAH4JHAJ8Gzt+Y/c/V8BzOxxqj2yCeBRd99uZt8A7q9N3roe+NRENm5RW5Y/+sVT+PqDr/FMVy9zmtI0HcGErcFihe7BImcsaeOjl6xQaBURERE5SjN+AwIzuxpoAG5196hW1g68C3je3Z89lOOMtQHBgUSxc+/Lu7h57Wby5YjWTJKWbPKAS0i5O/35Mn2FMtlkyAfOX8YVJ80jnMYxrSIiIiL14mAbEMz44DpRDje4DuvLlXnstW7ufH4HuwaKmIFhpJMBRnW32GI5xnHcYV5zmneeuoALVsyhtWH/zQNEREREZGwKrjVHGlyHVaKYLT15tvbkea17kJ19RcpRTDIMmN+aZsWcJha3Z1nanp3WzQVERERE6pWCa83RBlcRERERmVwHC67qGhQRERGRuqDgKiIiIiJ1QcFVREREROqCgquIiIiI1AUFVxERERGpCwquIiIiIlIXFFxFREREpC4ouIqIiIhIXVBwFREREZG6oOAqIiIiInVBwVVERERE6oKCq4iIiIjUBQVXEREREakLCq4iIiIiUhcUXEVERESkLii4ioiIiEhdUHAVERERkbqg4CoiIiIidWFagquZNZvZO83szOn4fBERERGpP1MeXM2sDfgZcDbwl2b2e2bWaWb3m9lDZvanI+peZ2bPmNkDZnZhrczM7EYze8zMvmtmmak+BxERERGZetPR47oa+Jy7/z/A7wO/CHwF+Ia7rwGWm9lFZjYP+BJwFfDLwF/X3v8JIHT3C4A7gE9PcftFREREZBpMeXB194fc/XYzOxn4E+CfqYbTm2tVbgWuBi4GHnD3Pe6+F+g2s2XANcBNo+rux8w+Y2Zdw4/BwcFJPCsRERERmWzTOTnrKuBEYA9QcPd8rbwXWAQ0A5tH1B+rfLhsP+5+g7svGX40NTVNdPtFREREZAolpuuD3f0rZnYX8F2gMuKlBGBAP9B4kPLhMhERERE5xk15cDWz3wUWuPsfAx3AXmCrmZ3j7uuANcBrwFrgc2ZmVHuGLwBeBx4BrgSeGlFXRETqTOwRuwsb2JF/gVI8RGNiDosbzqAluYjqH/0iIvuajh7XrwM3mdmDQAH4JLCgVnYb8AHgInffbmaPU+2RTQCP1sq+Adxfm7x1PfCpaTgHERE5CrnKXtbuuYneUheBJQgsJIpLvNr/c5Y0nsMZ7b9CIkhNdzNFZIYxd5/uNgBgZicAFwE/c/ftI8qvBhqAW909qpW1A+8Cnnf3Zw/l+EuWLPGurq6Jb7iIiByWcpzngZ1/y2B5N03Jefv0rsYe0V/awXFN53H2nPdPYytFZDqY2VZ3XzLe69M2xnU0d98IbByj/O4xynqAf5mKdomIyMTamnuW/vIOWpIL9xsSEFhIS2oBW4bWsbL5ClpSC6aplSIyE2nLVxERmVJvDD5KKmgYdxxrYCEObM09M7UNE5EZT8FVRESmVK7SQyI48KaHCUuSi3qmqEUiUi8UXEVEZEqlggZiLx+wTuwVUkHDFLVIROqFgquIiEyppU3nUozG383Q3XGchdlTp7BVIlIPFFxFRGRKLW04m2TQQL7Su99r7s5AeQcd6eXMSS+f8raJyMym4CoiIlMqm2jjgs4PA0Z/aTuFqJ9SnCdX6aG/vJ3W1GLOnfMhzPRXlIjsa8as4zrZtI6riMjMko/66Bp6ii1D6yjHeRoSHaxouogF2dXafEBkljrYOq4KriIiIiIyIxwsuOo+jIiIiIjUBQVXEREREakLCq4iIiIiUhcUXEVERESkLii4ioiIiEhdUHAVERERkbqg4CoiIiIidUHBVURERETqgoKriIiIiNQFBVcRERERqQsKriIiIiJSFxRcRURERKQuTHlwNbMmM/uxmd1lZk+Y2eVmdo2ZbTSze2uPS2p1rzOzZ8zsATO7sFZmZnajmT1mZt81s8xUn4OIiIiITL3ENHzmbwA3u/vNZnYV8MfAo8Cn3P3W4UpmNg/4EnAOEAN3ABcAnwBCd7/AzD4KfBr486k9BRERERGZalPe4+ruX3P3m2tPFwDbgMuB/2lmj5jZt80sDVwMPODue9x9L9BtZsuAa4Cbau+/Fbh6rM8xs8+YWdfwY3BwcFLPS0REREQm17SNcTWzDuCPgM8DXwYudveLgCLwfqAZ2DziLb3AolHlw2X7cfcb3H3J8KOpqWkyTkNEREREpsh0DBXAzJLAzcDn3P1VM+ty93Lt5WeA1cBDQOOItyUAA/pHlA+XiYiIiMgxbjomZ4XAt4E73f07ZtYGPGJmGTNLAdcBTwJrgctqk7FCquNbXwceAa6sHW4N8NoUn4KIiIiITIPp6HH9KPBLwCIzux7YBfwt8CxQAH7k7v8KYGaPA9+ttfNRd99uZt8A7q9N3roe+NTUn4KIiIiITDVz9+luwwGZ2dVAA3Cru0e1snbgXcDz7v7soRxnyZIl3tXVNXkNFREREZGjYmZb3X3JeK9PyxjXw+Hud49R1gP8yzQ0R0RERESmiXbOEhEREZG6MON7XEVk4rk7XXv7eOr1bewZGCJ2p70xy5nHLeL4eR2YabEOERGZeRRcRWaZl7bt5pYn1/PK9j0ApMIQgHIUc+fTr7B0bhu/eNZJnL18sQKsiIjMKAquIrPIwy+/wTceWEcyDFjY1kwY7DtaKHane2CIr979KO895xTeffbJCq8iIjJjKLiKzBLPvLGdG+9/go7GLA3p1Jh1AjM6mhpoTKf44RPracykuHL1yiluqYiITLfewTzd/UPEDm2NGTrbZsYOpAquIrNAJYq5+eGnaUqnxg2tI6WTCeY2N/L9tc9z/glLacqkp6CVIiIy3TZu28N9z27iyVe34u5g4A4nLe3k7Wes5LQVC6b1TpyCq8gs8OK2XXQP5ljc3nLI72lIJ9k7lGPda1u5/OTjJ7F1IiIyE9z/7Eb+7d5nsADmtDSSTFTnQERxzKZt3by0eRdXnrWS6y85nSCYnvCq5bBEZoEHXnqNZBge9r+Sm9Ipfvb8hklqlYiIzBRPbdjKzT9/mramLAvaW94MrQBhENDZ1sS8tiZ+uu5V7nz8pWlrp4KryCzQtbePxkMYIjBaYzrF7v4hKlE8Ca0SEZGZII6dHz38Ag2ZFNl0ctx6yURIZ1sjP1n3MoP54hS28C0KriKzQLkScyR3dYLAiN0pR9HEN0pERGaEV7buZmfPAG2NmYPWzaSSlMoRT766dQpatj8FV5FZoDGTpHwEvablKCYRBmSSGg4vInKsem37XsAPeThZJpXg+de3T26jxqHgKjILnL18MQOFw7+t0zOY48zjFmktVxGRY1i+VCawQ4+EQRBQLE/PnTgFV5FZ4MKVyzDssMaqujuV2Lns5BWT2DIREZluzdk0sfsh1y9XIpqyhz9vYiIouIrMAvNamzh7xSJ29A1U1+U7BDv7Bjlubhur5s+d5NaJiMh0etuyeUB12auDcXfKlYizVy2Z7GaNScFVZJb4D2vOZFF7C9t6Dxxe3Z2dfYNk00l++8rzp22tPhERmRpL5raycvFcuvtzB607kC/S3JDmtOULpqBl+1NwFZklWrIZfu9dl7Cis52uvX3s6h/c51/Xcex0D+bo2ttHe2OWP/jFy1jQ1jyNLRYRkalgZlx/yWkEVt3qdTy5QomBXJFfv/wMUtM0adcO9bbhmG82OwVwd39x4po0OZYsWeJdXV3T3QyRaVeOIl7o2sk9L2zkpa27GZ53FbuzfG47V5+2itOPW6iVBEREZplXunbzD7c9ylChRHM2XR3Haka+WKZ3ME8iDPjgVWdz4cnHTVobzGyru487DuGQgquZtbp73xjlnwc+AZwGDABOtRc34+57jrjVk0DBVWR/ewaG6M8XcXca0ynmtzZpBQERkVmsf6jAE6908fNnNtDdP4Q7NGVTXH76CVzwtmV0tjVN6udPVHD9b8AHgb8B/tndy1b92+1l4HvAfxv9HncPR5dNJwVXqTflSkS+UCaVDEmnEgqUIiIyZeLYKZYrxO5kUgnCYGpGlx4suB7OvcA88DngU2b2G8BJwFzg/wX+EHg7YMA9tZ9F5DC5O691dfPwk6/x1PotlCsRQWAct6iDy89fxaknLpy2cUUiIjJ7BIEdcPvX6XI4fwP+DPhfwP8AHgFywB+4e7eZ4e73AZiZD/88FjNrAv4FyAAdwO8D64HvAyHwM3f/k1rd66iG5X7gs+7+aK2n9+vAKcBm4DfcvXAY5yEyI1WimB/e9QwPrNtIaEZ7awPJZEgcOzt29/ONf3+UZQvb+eivXkxHa8N0N1dERGTKHbTf18wah3929yJwI7ATaAIeOILP/A3gZnf/BapDDP4Y+ArwDXdfAyw3s4vMbB7wJeAq4JeBv669/xNA6O4XAHcAnz6CNojMKO7OLT97lnvXvkpnRxPzO1tI1YYHhGFAR1sji+a1snVnL//4bw8xlC9Nd5NFRESm3AGDq5mdCmwC3gkkzOx3gEep9nh+GfjG4X6gu3/N3W+uPV0AbKMaTofLbgWuBi4GHnD3Pe6+F+g2s2XANcBNo+qK1LXtu/u5b+0GFnS2kEyMPTzczJg/t4WuHT2sfeb1qW2giIjIDHCwoQK7gP+Pai/nJcAO4Gp3f8bMMsDLZnY9gJndVXuPmdlPgPe6+7iLgZlZB/BHVHtTrxxRtxdYBLxGdSgAo8qbR5QPl411/M8Anxl+3traepBTFZk+j9WC6HihdZiZ0dqc5b61r3LpeStJhFqKWUREZo8D/q3n7rvc/S+AlcB/ARqBPzazttq40r8H/gD4B+AlqmNVvwK8TnVprDGZWZJqD+vn3P1VoDLi5QTVSV79tc87UPlw2Vhtv8Hdlww/mpomd/kGkaPx5AtbaG3OHlLdpoY0vf15tu3sndxGiYiIzDCHNDnL3Stm9o/AG8Bv81bQvJPq5Knr3X3boRzLzELg28Cd7v6dWvF6MzvH3dcBa6j2tq4FPlebjBUAF1ANxI8AVwJPjagrUrfcnXyhRGvToQVXM8PMKJQqB68sIiJyDDmcVQXagVuorgZwqpn9FbAUOPNQQ2vNR4FfAhbVhhnsAv4KuMnMbgM+AFzk7tvN7HHgu7V2Plor+wZwf23y1vXApw7js0VmHDMjk0rus/3qgbg77k4qOaOWShYREZl0BwyuZnYGcA5QoHp73oD3AWdSDa1/C5xrZueOfBuQBr7t7kOjj+nu/wj84xif9UvARcD/5+7ba3V/x8yuBhqoTsTC3XeZ2UXAu2qf8ezhnLDITHTa2xbz6FObyGZSB62by5doakizaJ7GbYuIyOxysB7Xs4HfA4pU11iF6m1+gBj4MBCNek8AJKn2zu4XXMfj7huBjWOU3z1GWQ/VtWBFDslAqcgTu7awaaCHXLlEJkyytLmV8+ctpSMz/WuiXnjmch5+chNRFBMeYMKVu9PTn+fdb1+tjQhERGTWOeDffO5+I9V1WzGzTqqrClwD/ALwfqo7Z/0V8A+1NV5FZpRduUHu2Pwy92/bRDGKSAQBYRAQu1PeHnHzq89w4fylXHvc2ziuuX3a2rlsYTvnnbaMx55+nYXzWscMr+7O7u5BOjuauOis46ehlSIiItPL3Med/L9vRbOlVCdnNbp7vjZp6r1UVxU4Dvh9d/+3yWro0VqyZIl3dXVNdzNkCm3o6+aGp++nv1SkM9tIJrH/1nWlqMKeQo7QjN897WLO6Vw8DS2ttaVc4eZb1rHuhc2kkgk6WhsIwwB3Z2CowMBQkXkdTfz2r69h/tyWaWuniEwOd2fz5m62b++lUo5IZ5Icf/w85szRqjgye5jZVndfMu7rhxFcQ2B57Zb+6Nd+GYjc/dYjbukkU3CdXbYM9vKFJ+4hdmdutvGg9ftLBQbLRT571uWc2rFgClo4tiiOWb9hBw8+sZGXN+0EwB06Oxq5/PwTOXv1Ehob0tPWPhGZeO7Os89u4ef3rGfrth6M6n/3ZmCBsfqUxbz9ylNYunTOdDdVZNJNWHAdddC/A77g7nWTBBVcZw9353+uvZvNg70sbDz0nsmeYo6QgP/3kneTCad//Gj/YJ5coUwyEdLWkiUMtNmAyLHG3bnj9me45571NDSmaWnJEgRvLU9eqUT07B0CMz70oYtZvXrcv89FjgkHC66H/Tehmf061bVczzuaholMlg193Wzq38v8hubDel97uoG+UoGndm+dpJYdnpamLAvmtjCnrVGhVeQY9dBDr/Kzn62nc14zbW0N+4RWgEQipHNeC9lskm9962G2bOmeppaKzAyH9behmS0Hvkp1wtb9ZtZiZg1jPFpq66yKTLmfb91IEBiBjbmp2gFlE0l+svkVjuROhIjI4SgWy9x113O0dzSQPMgqIU1NGXDn5/esn6LWicxMh3w/1MwWU90p6wHg40AXMF44NapbvmqFdJlS7s5ju7bQkT6yJa46Mg1s7O9mbzHPnBmwTJaIHLvWr99GPleira3tkOq3dzTywgtb6e4e1IQtmbUOGlzNLAFcCvwzcAfwSXePahsGxLy1/etISaqbEIhMqUJUoRxFpNJH9m+mwAzDyFVKzEHBVUQmz3PPbSGVOvQ/qxKJEHdn06ZdCq4yax1s56x24FmgE/iwu//r8Gvu/vgkt03ksJkZZtXu/iPlOMbhDzMQETkcQ0MFEoe5dbM7FItj9ReJzA4HG+PaDvy89vPvmdlpk9wekaOSDkIyYZJidGR/sFfiGMNoTuqGgYhMrlQqQRwf3j+zzSCZ0GRNmb0O+Nvv7pvc/f8CVgHrgUfN7GMAZnaPmT1jZj8xs2+a2RfN7ANmlp2CdouMycy4bNEKeoq5I3p/d2GI0+YsoDWdmeCWiYjs64QT5lMslA+5/nDIXbCwbZJaJDLzHdI/29x9i7t/lOo2r18ysz8CvgZ8CfgB1eEErcCfA1vN7KOT01yRg7ts4Qqc6mL+h8PdKUUR71iyanIaJiIywplnHkcQBpTLh3aHqL8/z6LF7Sxbpo0IZPY6rPsN7n4L8B7gfwBz3f1Gd/87d/8rd/8EcALwl8Dfm9lfTXxzRQ5uSVMrp3UsYHuu/7Detzs/yILGZk6dM3+SWiYi8pa2tgbOOWc5u3cNHHQJvnK5Qm6oyJVvPwU7gqX+RI4VBwyuZpYxs/888va/u98LfAY4f3R9d4/c/S+ATwLFCW6ryCExM377lPPpzDSybaj/kNZk3Z0fIgwC/stpa0gGWsVNRKbGe95zNitXzmf7tl7K5WjMOrlciV07B7jyylM47fSlU9xCkZnlgFu+mtk7gduBHuD/1H4evv8ajPh5tBDIuPsdE9fUo6MtX2efnbkBbnjmQbYM9tKWytCSyuzTU+HuDFVK9BRytKazfPqMS1nZqltwIjK1CoUyt9zyJOvWvU4cxaQzSYLAqJQjSuWIhoY0V199KmvWrFJvqxzzDrbl6wGDa+0AC4D3Ue1FfRvVlYaGgAKMuWZQSHUN19DdZ8wMFwXX2WmwXOTh7W9w5+aX2ZkfrP6hP+JXviWV5uqlq7hs0fHacEBEplVfX46nn3qDjRt3USyVaWzMcNppSznllEWk08npbp7IlDjq4DrqYL8MfBGYC/xP4KteJ3tjKrjObpU4Zn3PTrYPDZCrlMgmkszNNHLanAWkw0PeQE5EREQm0YQG19oBQ+CPgT8CPubuNx1dE6eGgquIiIjIzHaw4HrYXU3uHgGfM7Nb3H3dUbVOREREROQQHfH2GwqtIiIiIjKVtG+ciIiIiNSFaQuuZpY0s9vN7Ira84+b2Qtmdm/tsbJW/kkze7q2xeyqWlnGzG4zs4fM7O9N64OIiIiIHPOmJbiaWQr4MTByJeVLgV939ytqjw1mdhrwu8BFwMeBv67V/V/AOndfA+ykuhWtiIiIiBzDpnOowG8BI8fJXgr8nZk9ZmbDAfUq4Afunnf3V4FFtVUNrgGGVzO4Fbh69MHN7DNm1jX8GBwcnLwzEREREZFJNy3B1d1L7r51+LmZJYE/cPdLgAuB1WZ2OdAMbB7x1hzQOaq8F1g0xmfc4O5Lhh9NTU2TczIiIiIiMiVmxOQsdy9T7TmltqHBc8BqoB9oHFE1QXW3rpHlw2UiIiIicgybEcHVzFYDPzazwMyagXcCTwKPAFfW6rQCy4HdI8uBNcBrU91mEREREZlaM2KvS3d/wcweBF4C8sBX3P1RADNLm9k/AauAG929YmZfBn5kZucCvwG8Z7raLiIiIiJT47C3fJ1qtclY7wZy7n73iPKFVCdvPeLuGw92HG35KiIiIjKzTfiWr1OttsXsj8Yo3w58a+pbJCIiIiLTYUaMcRURERERORgFVxERERGpCzN+qICI1KdiqcL6l7bx6BOb6N5b3QCktSXL+Wev4LTVS2jIpqa5hSIiUm9m/OSsiaLJWSJTw91Zu+41bv3Js+RyRdLpJJl0dbnlYqlCoVAinU7yjitO4YpLTiIItAyziIhU1f3kLBGpH+7Oz+57kdvueo62liwLF7Tt83pDQwpoIF8o8+M7nqa3P8d1v3gWZgqvIiJycBrjKiIT5vkXt3LbXc8xd04TjY3pcetlM0kWzGvhgYdf4aHHNkxhC0VEpJ4puIrIhHB37r53PQ3ZJOnUwW/mJBIhrS0N3HPfi1Qq0RS0UERE6p2Cq4hMiDe27KVraw+tLQ2H/J7GhhS9/XleenXHJLZMRESOFQquIjIhXn51OxiHNdnKzEiEAc+9oImTIiJycAquIjIh+gcKJMLwsN+XTCboHyxMQotERORYo+AqIhMikQg5kuX13J1E4vADr4iIzD4KriIyIeZ1NhNH8WG/r1iqsGBeyyS0SEREjjUKriIyIU49eTFhIqBUrhzye6Ja0D37jOMmq1kiInIMUXAVkQnR2pLl7NOPo3vv0CG/Z2/PIKuOn8fC+a2T2DIRETlWKLiKyIS5+u2n0NKcoXvv4EHr9vblSCRC3vOuM6agZSIicixQcBWRCTOno4nf/r8uI5tNsXV7L/l8ab86xWKZ7Tv7APjohy5h8cL2qW6miIjUKTuSWcD1aMmSJd7VpbUiRaZCb1+Ohx7bwCNrN5IvlADD3TGrLn91wTkrWHPhKubNbZ7upoqIyAxiZlvdfcm4ryu4ishkKRTKvLJxJwODBXCnoSHNSSvn09CQnu6miYjIDHSw4HrwDcVFRI5QJpPk9NXj/vkjIiJyWDTGVURERETqwrQFVzNLmtntZnZF7fmJZrbWzB42s98ZUe+TZva0md1jZqtqZRkzu83MHjKzvzezQ98cXURERETq0rQEVzNLAT8Glo4o/ibwh8Aa4NfMbJmZnQb8LnAR8HHgr2t1/xewzt3XADuB909V20VERERkekznUIHfAtYBmFkbsNjd7/HqbLG7gCuAq4AfuHve3V8FFplZCFwD3FQ7zq3A1aMPbmafMbOu4cfg4MHXlZT6VilX6N7ey+6te+nvHmC2TDwUERGZLaZlcpa7l4CtI+7wNwObR1TpBRYByVHlOaBzVP3huqM/4wbghuHnS5YsUYo5Bg3153n+4Zd56ucvsG3jTsrFMlD9vWruaGTFqUs59x2ncfzpxxGGGtItIiJSz2bKqgL9QOOI5wmq6eNg5aURZTKLRJWIx+58mp/88/0U8yWyTRma25tIphOYGXEcU8yVeOGRV3j6vvUsWjGf6/7TNSw7ab9/44iIiEidmBFdUO7eB2BmC2pFa4DXgEeAK2uvtQLLgd0jy0fUlVliqD/PN/7X9/jRV+8m25Rh4Yp5tHW2kMokGe7FD4KAbFOGzsVzWLh8Ht07evi7z36L+77/mIYQiIiI1KmZ0uMK8FfALWb2CHAu8HF3HzSztJn9E7AKuNHdK2b2ZeBHZnYu8BvAe6av2TKV8oMFbvr893njxa0sWNFJEBz8315mxpwF7RTzJW7/+s+J45i3/+pFU9BaERERmUgzaucsMzsdOA24zd17a2Uh8G4g5+53j6i7kOrkrUfcfePBjq2ds+qfu/PvX/kJa+98moUr5nEkq6CVCiX27ujlY5//dVaeuXziGykiIiJHTFu+1ii41r9Xn3qN//PH36FzSQeJ5JHfLOjd1Ue2Oct/+ZsPk9HWoyIiIjPGwYLrjBjjKnIw7s7Pv/MoqUzyqEIrQGtnC3t39PDiYxsmqHUiIiIyFRRcpS7s2tLNay9soW1e61Efy8zINmZ4+JZ1E9AyERERmSoKrlIXul7dATBha7E2dzTRtWEHuYH8hBxPREREJp+Cq9SFbRt3EAQTt1xvmAgxq/bkioiISH1QcJW60Nc9eNRjW/djRmGoOLHHFBERkUmj4Cp1YSJ7W4eZoz3XRERE6oiCq9SFuYs7KBXLE3Y8dyd2p6WjacKOKSIiIpNLwVXqwpFuODCeSqlCmAiZu7hjwo4pIiIik0vBVerCcScvJgiM8gT1uvbu6efk804glU5OyPFERERk8im4Sl1o6WjizMtPYe/O3qM+VhzHVMoR57/zzKM+loiIiEwdBVepG5e97wLCMCQ/WDiq4+zZupdVZ67ghDOWTVDLREREZCoouMq0iqKYYqmCux+07rwlc3jXR6+gZ2cvlXLliD6vv3uQZDrJez95NUGgX38REZF6MsELY4oc3K49Azz+9Os8/tTr5HJFYnfCMGD+3BYuvXAVp568iGwmNeZ7L7z2LPZs7eHBHz3O3EUdpLNj1xvN3end3U9UifjNP76eOQvbJ/KUREREZArYofR0HQuWLFniXV1d092MY1IcO2YcdNb/lq17ufOeF3jp1e040NKcIZVMYIERRzG5fIlcvkw2k+Sic4/nqstOpmGMYBrHMfd9/zHu/taDBKHRMb+NMBGO+7nFfIm9O3rpWNDKr3363SxfveRoT1lEREQmgZltdfdx/6JWcD3GuDtR3EMl2k1MGcMwS5EM5xEGrRP6Wa9v2sX9P13PKy9tIwgCzjh3OZe+/WTmzd//c154aRs3fecRYnc62htJhOPfpi8UynT3DHLc0rl85P0X09baMGa9rRt2cMc37mPjs2/gsZPOpkg3pAkCo1KOKAwViCoRyXSSC689i7f/2kVkmzITdv4iIiIysRRca47F4JofKtC7q49KeYhK8AKefp4g00UU94AFGIbjGOA4iWAumeTbaMpcQEPqNMz2XQqqVK6wo3uAvX05oigmnUowr6OJuW1N++1c9eLzXXzzn+4jCAJa2rLEsdPbM0RDNsVv/+erWbj4rVvxL2/YwT9+8wEaGlI0H2JwdHd27hpg4fxW/uNHLqexIT1+vc17eOXJTbz+wlZ2vrGHKIrINmZYetJClp+yhJPOPYHGluzhfbkiIiIy5RRca46F4BpFEZueeYPnHnyR15/bQl9PF4tOe4PFp79BIlsiKgd4OUMq20Lb3DbmLGwnVQt87hGx54jjQdxLJMI5tGavoTlzJZt3FHjoqU08+VIXUSXGAgN3nGowbGnMcOk5J3De6uPoaG2gUon4qz/9EeVyhZZRvaG7d/az8qQFfOQTVwLQ25fjL7/yE8LQaGk+vPDo7uzY1c9pJy/mIx9YMyHfoYiIiMxcBwuumpxVByrlCk/85Bke+PdH2d3VTRgGLDljL2t+5VmS2RKlXANRoQ0D4jgi11ugf89Wtry8jY4FbSw8fj6NbY2E1kwYNNe2Ox1gV/+3eHrDd7jv0XPo6VtKR0sDqeS+vxLuTq5Q4rb7X+DuR17muitPZ35jlr7eHPMX7j8koGNOE6+s30Z/X46W1gaeeOYN8oUyixYc/jAFM2Pe3Gaee3ErO3f3M7+z5Ui/QhERETkGKLjOcNs37eT7X7qVN9Z30dzexOJVbSw9/3Hal79OOZ8h39u2T/0wERImQlKAx07Pjl727uhl0QkLWLRyAUEYYGaUS1le3Bji7OHi825n165z6dp2KaM74M2MxmyaxmyaoXyJm+9Yx4qOlnEnYwWh4UCpWKFcjnjwsQ20NB/5uNIwDDDg8adf591Xn37ExxEREZH6p+A6Q7k7j9/5FD/88h1YYCw6fj6JdInll95H0/xd5Htbwfed4OTmFNIx+WyFKHTcIIghLBmvb9lGz64+TjzneCwZsn7jDorliGxqDsVihQXznyCVHGTTG+/Cfexfi8ZsikwqwStdeyns7mfO3GYSyX1n8+dyJZqaM7S2N/LShh309edZOP/oekpbW7M88vhG3nHZyWS0RauIiMisNaNWYDezDWZ2b+3xBTPrNLP7zewhM/vTEfWuM7NnzOwBM7twOts8WR76wVq+d8OtNLc30bl4DmGywnGXPEDTvN3ke9r2Ca1x4Aw0ldnZWaCnrUQpFRMHjuNEoVNoiBlaZuxoGeSpZ1/i1U07KBTLZFNJMHBPkMvPpaPjRZYvuwuzaNx2hWHAsiUdlNPGxk27iOP4zdfK5Yi+vUNceuXJJJMhW7buPaRlsg4mm0lRKFbYvWfgqI4jIiIi9W3G9Lia2UrgaXd/34iyfwO+4e5fN7ObzOwiYCPwJeAcIAbuAC6YhiZPmid/+iw//tpP6FjQRqY2uWrBac/SvGBHNbTyVhCsJJy9bUUqiZgwMpKVUSHR3/rXSZQO6E4W2Luni3ktC0YeBgjI5TuZO+d5hoYWsGvP2eO2LwwDlp22kG3rd7J9ay9BYJgBZlzy9pO55IqTARgcKh5w2avDYUChWJ6QY4mIiEh9mjHBFbgcON/M7gdC4L8AVwEfrr1+K3A1MB94wN33AJhZt5ktc/fNU9/kibdn215+8OXbaZvb/GZobZy3k7lve4lCfzMj02YUOt3tReLASVYOHhDD2AjKRrnF6Sl1Mzcxb1RvaECx1MrSJffTP7CcQrFj3GO1tTYyeHwHV5x3Eh2ZNGEYsGLlfDrnvTUswAwmcs2Ko+25FRERkfo2k4Lrs8A73P0VM7sM+N9Awd3ztdd7gUXAa8DIkDpcvk9wNbPPAJ8Zft7aOrGL708Ed2d3boiugX629Pexsbebtfc8R+9KaGkKaSmV6Cg7p5/9DJVSEo9GXC6DnrYSceAkokMLdO4QR04YG4V0mf5SP63pfb+XKMqQTOQ4btndvPzqrzGqW3YfDZkUr+zcy6c/dMWYrzc3ZoiieMzXDofXluZKa3yriIjIrDaTguvzI0LqM8BqIDfi9QTVFNUPNI5Rvg93vwG4Yfj5kiVLZsyCtflymad2bufO117ltd5uzHPEXsTzOfqSPSSOS9FTLLEjDklm8rwwcAJNfTFnpPdwYrqfhqBCMRVRSsb7Dw04gDiufgWGEVRg0AZp8WbM9u2tLRTbaWneQlPjNgaHFo97vKaGFF07eqhUIhJjbLm64ri5uFeD59H0lubyJZoa0szvbD7iY4iIiEj9m0nB9SYz+7K73w/8OvAkEJvZOe6+DlhDtbd1LfA5qyahgOr41tenqc2HJYpj7t38Gt996XkGSzmywQCLUjsJqOb1oVKO1oURQW1caG6wgSiVJ7aYwSjL/blFPJRfyFmZPZzQ2oUdZhT3ETfuzatDDYaKQzRlRgdCw+OAuXOfPWBwTSZCypWI7r4c8+fsHypXrpjH3I5GBgaLR7UkVv9AgWuvOnW/NWZFRERkdplJSeC/A982swZgC/Bx4HiqgfY24APARe6+3cweB75Ltf2Puvv26Wr0odoxOMA3nnuSZ3ftoCNTYWnmZfAKWBJopFKJGOrPEybSWMXAnGzTIFEmR1RKQZygMahQ9oC1hXk8v6uBi+dsZn5m6NAbsU/QNcydQR+kif1DZ6HUwpz2l+jaehmVSuN+r0N1zKmZUa6MvQpBGAZcftFJfP+2J484uFYqEYEZZ59+3BG9X0RERI4dM2Y5LHff4O4XuPtp7n6tu7/h7j8Hfonq+Nfz3b2rVvd3gL8HbgT+w/S1+tA8v3snf/LAz3ixezdLmyo0sx4wCBrBUmBQKlRnzL95S92NShzgcUAiUSHbmMPMSVpMeyJHrpLiJ9tP4uX+ufttGjCuUXfrLTbKiQgfYxyqexKzmMaGHeMezt1xd1JjDBMYdsapS2htybK35zAC9ojj79w9wHlnLaejfezwLCIiIrPHTOpxHZO7b6S6BNbo8runoTkHFFUiuncPsGtbL/29OSqViE35Pn7Qt4FsIsn8FqCyvtrLavtONKoUK9Vp+COFFQDiOCAMIjLZPPlcFgugKVmiHIU8suc4Ig84pXXXQdtno5Lr8FCDcqlEKjtWj6iTzXTT13/CmMcrlSNSyQQdrQ3jfmZzU4aPfmANX7vxXnp6c7S3jV93pDh2duzqY9Xx83nvtWcd0ntERETk2Dbjg+tMNzRY4PknX+fZta+xbXM3hUK5ugxU7PSnI55anCOIIRMHZJZso5QpEHuaVDoik02RSFY7vculMkEwRnB1A4w4DkgkKyQSEZXa5gOpIKI5WeDx7qVkgjLHN/ccsK37Hb/2NCqUYYzgGsUpmpu72LHr/DGPN5gvsmxh+5gTs0ZatqSD3/nNy/j6vzzE9p19dLQ3kk6N/avn7gwOFenrz7P6pEV86H0XjltXREREZhclgiO0bUs3Tzz4Cuse2kCpVCaTSZFtTNPa0YiZUSHm+aY9pMMkTXGCZKJIU1OBcjlFHDu5oSK5oSKpVIJsY4qoEhMmRo3cCGKIh8sMdyOZKlEsvBUyk0FMQ6LIo93L6MwM0ZwsjdtmMwjCgDiKMTPcwGLw0thLVsVxklSqf9zjFUsV1py54pC+rxXL5vKp376K+x5+hbVPvUZ3OaIhmySVShCYEcUxuVyJciViTkcT17/7HC4693iSyQOHYhEREZk9FFwPUyFX4qe3PMXDP1sPBm0dTXTsNysfXk4P0huWaY2rX3FTU1/tlYAggCAAcMrlCqW9ZSqxE/j+owVG8thIJCokcIojytNhRCFKsrZ7KW+fv5HRHasjJcOAYm1Mqycg7HGIxxkk60YQVMZ8qW8wT2tTltUrF47/YaPMndPE9e85m2uuXM2z67ew9snXGRgsUC5HZDJJlp84lwvPPZ6Vx8+bsB23RERE5Nih4HoYNr28g3+/6UG6d/YzZ34LyXFuYfcHZV7ODNAUh2+OK21q7COKRi+gb4RhCKFTKpYpliOSieAAoc3AIJGISFQSVBLxm+NUW5IFtuTa2JJr47jG3nHPIQiMMAyo1MJr2OvQPE7SNcej/Xs8y5WIgVyJT/zqxWRSh78pQFNjmovPW8nF56087PeKiIjI7KXgegjcnft/8hw/+fd1pDJJ5i9pH2dBfadUjngl21/dMSoOicxJBE4QRFQq44U8q44/dShXYqLYSSVDzIPqOFTf5yMILCZRMcqJtxYKMINUUGF933yWNfQesOc2mQiJAoeiE+QgaB87KJtFVCr7TqaqVCJ2dA/w9nNXsfqEQ+9tFRERETlaCq4H4e7c9YN1/Pz2Z+iY17LftqO5QomegTx9QwUG8gUKccSm1TFBHxTj6njTZMJZGEVUopCwtvbpaEHw1tjTOK4G4FQUYIkK+KheT4MgNhKRUQmrQwwAGhIldhca2VvKMied3+8z3vowJ5EISOxyKnEZG6fnOBEWGRhc9ObzgaECfYMFLj9nJe+96vSj2g1LRERE5HApuB6Au3PPbU9zz+3P0Dm/9c2hAbE7PQM5tnf30ztYACAMjEQYEM0NsSSkI8M9Jo5iSoWIzRuyRLGBGdmsk22AxkZI1HJwEAZElbg29rUaXivFgERiv+VXca+WpEoBnoqJauF1eGzr60MdzElvHfOcYnOiEFr7U2TDgN5UTCUwonyJVCpBIgj2+cDBXCd9g3kG8yWasmk+9isXceZJixVaRUREZMopuB7AC0++wd0/eoq5894KrUOFIhu6uhnIFQiDgIZ0cp8QN5QuEZcqlPorby3sbzA0mCQIYuI4IDdQKzZobXPa58RksrXb9W9O0DLiSoC7Yzhvpkmrruta/dFIlwJKqZhK6BiQCitsz+8/WczNiWof0d6XJJtPUCyW6FzQxvJTlrFr7wC79g6QK1WqO2IRE4QVNm/L0NiQ5tpLVnPWyUtoakhP7JcsIiIicogUXMfR35vjh99+mKaWLKl0gtidbXv6eGNnD4bRmEntswSAu1MZLNLTXsAHgRgsDN7svKzECZoyBSojVp7yGPp6Avp7Q1raA9raK5jHta1UwSsJ4sggiAkIq5Ol3IjKb122angNSQQx5YSTDCv0VDIUAkiYU+ucJYihKZcgm0+QqFQLo3LEguWdNGRTLF88h+WLOiiUKhSKZdz3EIbncelHP0RzY0Y9rCIiIjLtFFzH4O7c9p3HyA0Vmb+onTiOeaVrN7t7h8ikkvvN+nd38tv7yPUMUTqlmWTRsVHznUrlBI4RAMPZ1QJIpmPcoW9vwFB/A53zcjQ0eXUBATPiQgprKOI4ocWUiml8v8EDEMYBYQmSOAUPifqaaE3lCWIIo4BMMcD8rfdVShWS6QRt81rfOogZmXSSdCpBueLMb72Opkx2gr5VERERkaOjxTLH8OIzm3lm7Sbmzm8ljmNe3lwNrY2Z1JihNbe1h0L3INaYgNCwsdbzd6NQSBKE8b6x094KsLHDjm1ZhgZH9OSWq4NgnRgHyuUDLz8VUp20lRhM0zKQpGkoSbYQ7hNacadUKLPkpMUEY+x6FcU9JMK5NKTPOMg3JSIiIjJ1FFxHcXfuu/M5MtkUYWhs3NbNnv5qaB3rdnl+Zz/FnhxhJomFQXU3qnGOnS+mKJdDwnCMZGsQJmKCEHZuy1As1I7iAV5IE4QR+VzmzfGtBzwHIB63FZAfKtI2r4V5S+eMcf5l4niQzuaPEZjGs4qIiMjMoeA6yrbN3WzetIvWjka6+3Ls2DtAwzihtTxUpLhnkDCdBIw4isCdCjERce1/jlNbitWNwaEs5XJIIoz3//INgoSDBezeUd0aNpmskCCgf28jkY+9NesYhyFg7N2wSvkSiWTI8lOX7bdNl7tTrmyjJXsl2ZR6W0VERGRm0RjXUZ548FXMjErsbNi2h1QiJBgjtHrs5Lb2ghkRMRWPiEoxHmWIAyeIh/cN8OoPZgQY5sbAUJaGTIl0ukwCJ3bD3d6Mmsl0TKkYkB8yzEJ2bG8jnw9ZsHInmXSJuJIat/3u1TG0Wdt/q9ZivoQBJ567kvSo1QHcnXK0jXTiODqafl2TsURERGTGUXAdoVSq8OQjG2jraOKNHXspV+Lq6gFjKA8WiIplKikndocQggDSgxGlxoCgOKLH0wCv1jMzAg/I5dPkCymSyQrZTIkwiN/cJcsBLEXX5naiKCAIA8IwYPvGTpadtIdEskRUTjLWoIQKRtJi2sLim2XuTn6wQCqd5MRzT6CxrXGf91R7WreSTMxnftsfEAb7L6clIiIiMt0UXEfYvb2XcqmChcau3kGy4+wo5e7kdw9Qtgg3w0ZUS/VWKLSloTjqVr1VH+5ORExIAG6USklKpSSYv3nnPo6rPadJC2hszVIYKlApV/BKkt2vL2D+8t2EqRJRKcno0R5FD5kbFghrIbhULFMpVZizuIPjTl5MclQQj71ApbKddHIVC1o/QyLsOLovUURERGSSKLiOsGt7H2awu28I9+o2rGOJShGFoRye2Te0AqT7I4CRWwbsq9b7Ohxe36zjhvuIKrX/xVFMx8I2cn15hgby9O+FoDyfloX9ZNv78TggriTe/LRCHLIk0U9hsEDsTkNLluNPW0b7grZR685GVKLdOBXam36NtoZ3azKWiIiIzGgKriNsfX0P7rBtTx+pxPjz1gYLA8QGQWL/aJrprhCWnDhhhJWxJ0hhQOy4OXaA2f+RO+VShSAIaGpvJN2YppArks4m6NkSMLgnScvCPpLZAu5QKiWJK0lWNvYyZ34HnUvn0tze+GZgdXdizxFFewEnm1rNnKYPkE4efzhfk4iIiMi0UHAdoeuNPVgyoFiOaEyPvV5qpRJRyBUIgrFDaRBD85YSfSekCQfHCa4AAcRxjFk4ZnQ1Mzx2okpEHMUEYUAimSBMRqw8+3iSqZDCUJFivkTsA5DYRTE9yDkdQ1xyWhaIwPZSivZWxx1YCB4TBs20NryL5uxlpMKlmoQlIiIidUPBdYRioUwpiqpBcpxAlw8K4BHjr9YKjTtK9K1IEyeMYLxeV6qHcMbudTXAa2NivTaGwGprxMaxY0FAtjlLtjkLtFKJFzE40M+vrj6FBW15ytFu4riAWYBZmmQ4n1RiMYmgExu9rZeIiIhIHVBwHSGqROSL5XFWQK0qVspw4M2rSBSctg0Fek7KkhyIDhBxqa3yOn4Nf3MR2BFl8f4t3D44wGVLl3PWgtXqRRUREZFjUt12vZnZn5nZOjO73cw6J+KYiURIrlAmDMYOfnHsRHGEJWpT9g+guatEZm+FSuMBvuLhHtXxXvfq66N7f21U+/bm87SlM7z/lNMVWkVEROSYVZfB1czeBVwMnAf8b+ALE3HcdDZJHMXjhj+PHQ8cMgEH6iUFMIeOF/MEZaeSPYqvOTCCsPr+4VUHghHBdaBUpFAp84mzzqc1nTnyzxERERGZ4eoyuALXAN929xj4OdUQuw8z+4yZdQ0/BgcHD3rQJcvnUilFB//0TO1r8wP3uibzMfOezmExlI8gvLo7YSJ8a33XKCZMhKTS1REefcUCfYUCnzz7Ak7tnH/YxxcRERGpJ/UaXJuBzQBenbnUOLqCu9/g7kuGH01NTQc96JLlnQS12/djscCw2CBlkA7gQBOvalIDEfOeHCQsO6WmAD+cO/nuJNJvDUOuVCIamzPEwLaBfoqVCp8+bw0XLFp6GAcVERERqU/1Ojmrn33D6tj7sh6mzoWtpFMJcpXymK8HgREGIZU4wjoT0FU86EQtgNRgzIK1g/SuzDC4KEVQiQkLjnl12auxsuzw2NZ09q1NASpRRNicYEt/H6d3zufDp53NgiZtzyoiIiKzQ732uD4CXAlgZicCBx8HcAg6F7TS3JSBaPye1HQiCUWDtiSEdki9rgBh2el4Mc+8p4dIFJxyU0C5IcDHmQjmsROkQpKpkBhn0CoMpWIaGtL81hnn8tkLLlVoFRERkVmlXntcfwz8oZl9CbgC+OuJOGgymeDcNSfy2ncegcb0mGu5ZuMMQ1EBsjEsSsHmIoTBuOu+jmRAtrtCpnuQQmvA0MI0xQVpiqG9OV7W4lpvaxBimSS5ZERgTlsu4LShNv7il95LQ1pbs4qIiMjsU5fB1d0LZrYGeDfwb+7+yEQd+7J3rOYH31tLqVwhldp/HEAiEdJgaYZyeYKOBPRF0F+pTtg6xKWoDMh0xzR3lwlfckqNRqkxoNRoRKETx066MUtrKs0ZNo/mOMHerj5+4ZfPUmgVERGRWasugyuAu+eB7070cRcvncOJqxex/oWtpDrGHsDaZI0UKVMpVwiWpmGTQz465PDqFQgISFgCiyEz4GQGIjyKiUoR2QUtRPkEb1vWzpwoRaUcEQTGmRecMNGnKyIiIlI36nWM66QxM977vgsgiokqlTHrBIHRHrSQqIR4FMAJaWgIIR8fcHwsvBVa0yTfzLjuTlSqEJcjsgtbSLRnSSZCOloaAOje1cdZF55A+9yDr4wgIiIicqxScB3DueefwNvOPo6Bnvy4dRJhSHvQStqTxMUQX56BhSkoOxRiGLUtq8fgZQiHQ2tguDtxJSIqVAgSIU3L55Kd00SpHLFoTgthENDfm6OxJcs7f+XcyT5tERERkRlNwXUMZsZ//tS7SDekyA0cOLy2hS20hU0kKym8OY0vzeANIZ53fDDCczGed6xipDxJMk5UhwQUysTFCmBkF7TQckInyaY0hXKFbCbF4rmtRJWIocEC133oYppaslP3BYiIiIjMQHU7xnWyLVrQxn/42OXc+Dd3kUwnSabG/qrMjGyYIROkqVRiKo1lyk0V4lIFhir4YAy5qDaEwMGcIJMk0ZAi0ZAm2ZTGaktixXFMFDurFs/FzNi5rYezL1rFyWcsm8IzFxEREZmZbLxdoo41ZlYEdk/hRzYxQevLyrTSdax/uob1T9ew/uka1r+puoad7j7uEkqzJrhONTPrcvcl090OOTq6jvVP17D+6RrWP13D+jdTrqHGuIqIiIhIXVBwFREREZG6oOA6eW6Y7gbIhNB1rH+6hvVP17D+6RrWvxlxDTXGVURERETqgnpcRURERKQuKLiKiIiISF1QcBURkSljZs1m9k4zO3O62yIi9UfBdRKY2Z+Z2Tozu93MOqe7PVJlZsnaNbmi9vxEM1trZg+b2e+MqPdJM3vazO4xs1W1soyZ3WZmD5nZ35uZ1crXmNlTtWP80nSc12xhZk1m9mMzu8vMnjCzy82s08zur12XPx1R9zoze8bMHjCzC2tlZmY3mtljZvZdM8vUysf8PZCJZ2ZtwM+As4G/NLPf0zWsX2b2r2b2YV3D+mNmG8zs3trjC3V1Dd1djwl8AO8Cfk71HwVXAn8/3W3SwwFSwB3Ac8AVtbLHatfIgJ8Cy4DTgBeALLAKuL1W94vAn9Z+/lPgA0ASeA04CUgDjwPZ6T7XY/UB/EfgA7Wfr6pds38DPloruwm4CJgHvAHMBTqAx0a8/6bazx8F/vt4vwfTfa7H6gNYA1xb+/k04G5dw/p8AB8EcsCHdQ3r6wGsBL43qqxurqF6XCfeNcC33T2mGmAvnub2yFt+C1gHb/b8LHb3e7z6X9xdwBVUA9EP3D3v7q8Ci8wspHpdb6od51bgamA1sNXdX3b3ItXget4Uns+s4u5fc/eba08XANuoXq/hsuHrcjHwgLvvcfe9QLeZLWOMa3iA3wOZBO7+kLvfbmYnA38C/DO6hnXHzJYCnwa+WivSNawvlwPnj+hhPYc6uoYKrhOvGdgMULt4jdPbHAFw95K7bx1R9OZ1qukFFo1RngM6R5WPV3e4XCaRmXUAfwR8Hii4e772Ui8Hvi66hjPHVcCJwB50DetKbZjUPwK/y1v71usa1pdngXe4+2XAfwf+N3V0DRVcJ14/+4bV1HQ1RA5o9HVKUL29cSjlB6srk8TMklR7BT5X6xGvjHhZ17BOuPtXgF+lOgRH17C+/B7wkLs/NqJM17C+PO/ur9R+fobq3cO6uYYKrhPvEapjPDCzE3nrX6Qyg7h7H4CZLagVraE6XnXk9WsFlgO7R5aPqPsicMrwwPQR5TIJakM2vg3c6e7fqRWvr93mgre+/7XAZbUJBCFwAfA6Y1zDA/weyCQws981s8/XnnYAe9E1rDfXUb01fC/V8a1/CMzXNawrN5nZZbWffx14kjr67zAxGQed5X4M/KGZfYnq+I6/ntbWyIH8FXCLmT0CnAt83N0HzSxtZv9EdXLWje5eMbMvAz8ys3OB3wDe4+4lM7sRuM3MtlD91+XaaTqX2eCjwC9RHXd8PbCL6jW8ycxuozph7iJ3325mjwPfpfpn3KO1sm8A95vZPOB64FO14+73ezCVJzXLfJ3q9XoQKACfpDpeWdewTtRuLwNgZp+jGmTeQNewnvx34Ntm1gBsofpdH0+dXENt+ToJzCwLvBvocvdHprs9Mj4zO53q7Obb3L23VhZSvX45d797RN2FVMfmPeLuG0eUX0R1RYIfuXthCpsvgJmdQHUG7M/cffuI8quBBuBWd49qZe1UV/543t2fHVF3v98DmTq6hvVP17D+1cs1VHAVERERkbqgMa4iIiIiUhcUXEVERESkLii4iojMAGb2Phtni2gzO8HM/snM0lPdLhGRmURjXEVEplltosMWqrvufbxWdi6wyN1/XPv5cSDh7pGZfQK4393X1+peAjxAdU3G8SSorte43N3fmMTTERGZNFoOS0Rk+v1B7f//ycxOobq+6TuBT5vZ24AiQC20Hgd8GfgEsL72vjwQA984wGc0A39aqysiUpc0VEBEZBqZ2UnAZ6iuA3wf8DTV9Q//kuq2iV8ARt4a+wvgBaproo625wCPvZPRfhGRqaQeVxGRaWJmjcC/Ao8CV/qosVtm9nGqC7xnRhTfDvzjqLppqj2uf8D4EkA06lgiInVFwVVEZPrMobqD1P8A2swsAWSBrbWFvhcCS4DFAGb24dr7ltW2JC5SnavwMJA81A+t7ZhTcvfKQSuLiMwgmpwlIjKNzKwZ6B9VvNTdu8xsgOo+4rtHvNZAdceaE4APAn9ENcD2AaWDfFwItFENx7/g7vcf9QmIiEwhBVcRkWlmZingLuD7wP8B8u7uZrYX+BV3v3dE3eXAa8Ayd99SKzsZuOYQP+77w+8TEak3GiogIjKNzGwJ1TGqGaCD6tCAMtVwGgNfMLM9I97SUPv/kb0OZwD/E/jIiLLfA3YB/1J7ngS+AzxBdektEZG6o+AqIjK9/gy4nmpwPQP4Q+AR4Mra6z9g3/VZ5wNXjzpGiepyV/97VL0ycHbtudX+X+NaRaRuKbiKiEwjd/9N4DfN7F7ge+7+lVFV1o0xVGC0DJAD/m5E2QeAHuDO2vME8Ofoz30RqWP6A0xEZAYxsxZ3HzlZ6+dmNm79moeB3xlVlqM66atrRNkHgFePupEiItNEwVVEZOY4GVhnZh8bMeP/7aN6XFcAm0a975vAcey7qsDwUIHTR5Rlge9SHf8qIlJ3FFxFRKZZbf3WFcAaqtuyPlx7KRxVLwmcVHsajXjpfcCQuw+OqPst4HV3/x+j3q8/90WkbukPMBGR6Zeguo3rb47sXWX/Xa7+b6qrB/wU2GFmi4FXqG4Nmx81pKAJiM3s/aOOkaltXrDA3Ycm7AxERKaA1nEVEakTtR2vEqPGwIqIzBoKriIiIiJSF4LpboCIiIiIyKFQcBURERGRuqDgKiIiIiJ1QcFVREREROqCgquIiIiI1AUFVxERERGpC/8/lHb87rYmMIwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import font_manager\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simhei.ttf',size=18)\n",
    "sales_avg=np.round(df.groupby(['店名'])['sale_count'].mean().values,1)\n",
    "# df.describe()\n",
    "comment_avg=np.round(df.groupby(['店名'])['comment_count'].mean().values)\n",
    "\n",
    "price_avg=np.round(df.groupby(['店名'])['price'].mean().values)\n",
    "size=price_avg\n",
    "colors = np.random.rand(len(sales_avg))\n",
    "plt.figure(figsize=(10,4),dpi=80)\n",
    "plt.scatter(sales_avg,comment_avg,s=size,c=colors,alpha=0.6,label='热度')\n",
    "plt.xlabel('销量',fontsize=15)\n",
    "plt.ylabel('价格',fontsize=15)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论：\n",
    "\n",
    "由上图所示：越靠上的品牌热度越高，越靠右的品牌销量越高，颜色越深圈越大价格越高\n",
    "\n",
    "    热度与销量呈现一定的正相关；\n",
    "    美宝莲热度第一，销量第二，妮维雅热度第二，销量第四，两者价格均相对较低；\n",
    "    价格低的品牌热度和销量相对较高，价格高的品牌热度和销量相对较低，说明价格在热度和销量中有一定影响；\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 各品牌价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 如果不限制，就不容易看清箱型，所以把Y轴刻度缩小为0-3000\n",
    "import seaborn as sns\n",
    "plt.figure(figsize=(15,6),dpi=80)\n",
    "sns.boxplot(x='店名',y='price',data=df)\n",
    "plt.ylim(0,3000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 计算各品牌平均价格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "brand_avg=df.groupby(['店名'])['price'].mean().sort_values(ascending=False)\n",
    "brand_avg.plot(kind='bar',figsize=(20,8),width=0.8,alpha=0.6,color=['r','g','b'],label='各品牌平均价格')\n",
    "mea=df['price'].mean()\n",
    "plt.axhline(mea,0,5,color='b',label='各品牌平均价格')\n",
    "plt.ylabel('各品牌平均价格')\n",
    "plt.title('各品牌产品的平均价格',fontsize=24)\n",
    "plt.legend(loc='best')\n",
    "plt.show()\n",
    "# x=brand_avg.index\n",
    "# y=brand_avg.values\n",
    "# plt.figure(figsize=(15,7),dpi=80)\n",
    "# plt.bar(x,y,color=['r','g','b'])\n",
    "# plt.xlabel('品牌',fontsize=14)\n",
    "# plt.ylabel('平均价格',fontsize=14)\n",
    "# me=np.mean(y)\n",
    "# plt.axhlines(me,x[0],x[-1],color='g',label='mean')\n",
    "# 展示全品牌平均价格横线\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论：\n",
    "\n",
    "    娇兰、SKII、雪花秀、雅诗兰黛、兰蔻、资生堂这几个国际大牌的产品价格很高，产品平均价格都在500以上，都是一线大牌；\n",
    "    兰芝、倩碧、玉兰油、植村秀、佰草集、薇姿、雅漾的平均价格在300-400元左右，其中佰草集是最贵的国货品牌；\n",
    "    美加净作为国货品牌，性价比高，平均价格最低，妮维雅的平均价格第二低，在100元左右；\n",
    "    全品牌平均价格低于400元，除了前五个国际大牌其余品牌的平均价格都低于全品牌平均价格；\n",
    "\n",
    "可以再进一点利用散点图查看各品牌销售额、销售量与价格之间的关系。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 查看各品牌销售额、销售量与价格之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "brand_sales=df.groupby(['店名'])['Sales'].mean().values/10000\n",
    "brand_num=df.groupby(['店名'])['sale_count'].mean().values\n",
    "brand_price_avg=df.groupby(['店名'])['price'].mean().values\n",
    "plt.figure(figsize=(15,8),dpi=80)\n",
    "color=np.random.rand(len(brand_avg))\n",
    "plt.scatter(brand_num,brand_sales,s=brand_price_avg,c=color,label='价格',marker='*')\n",
    "plt.xlabel('销量',fontsize=15)\n",
    "plt.ylabel('销售额/万元',fontsize=15)\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论：\n",
    "\n",
    "由上图所示，越靠上代表销售额越高，越靠左代表销量越高，图形越大代表平均价格越高\n",
    "\n",
    "    销售量和销售额呈现正相关；\n",
    "    相宜本草、美宝莲、蜜丝佛陀销量和销售额位居前三，且平均价格居中；\n",
    "    说明销量销售额与价格有很重要的联系；\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 男性护肤品销量情况"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 男性个品类销售情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3kAAAGVCAYAAABD6TgFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABOx0lEQVR4nO3dd5xcZfX48c/JJiFAEBBCNwYFFDECGpUSIEgRiEhRsFMsoCgW5CuIWEBQsCEWVBAF6UUhQEQ6CIoFfgpBAVGImggYEBIpgZTz++O5m0yW3cBidu7szef9es1rZu60s7uz997zlPNEZiJJkiRJaoYhdQcgSZIkSVpyTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQYbWHcDzseqqq+aYMWPqDkOSJEmSanHrrbc+lJmjentsUCZ5Y8aM4ZZbbqk7DEmSJEmqRUT8va/HHK4pSZIkSQ1ikidJkiRJDWKSJ0mSJEkNMijn5PVmzpw5TJs2jdmzZ9cdSm1GjBjBOuusw7Bhw+oORZIkSVJNGpPkTZs2jRVWWIExY8YQEXWH03aZycMPP8y0adNYd9116w5HkiRJUk0aM1xz9uzZrLLKKktlggcQEayyyipLdU+mJEmSpAYlecBSm+B1W9p/fkmSJEkNS/IkSZIkaWnXmDl5PY05fPISfb+px018zs/92te+xgorrMCBBx4IwAknnMBKK63E/vvvv+A5RxxxBFtttRU777wz//znPzn88MM566yzlmjMkiRJkpY+jU3y6jJx4kTuu+8+hg8fzqWXXgrAfffdR1dXF9dccw1nnnkm8+bN44orruDjH/84F198MePHj7cipiRJkqQlwiRvCZs8eTLf/OY3mTFjBjvvvDMAF1xwAZtuuin77bcfAOeffz6veMUryEzOPvtsxo8fz7Rp0zjssMOYOnUq5513Xo0/gSRJkqTBzDl5A2T27Nk89thjPPbYYzz11FMLtj/11FN87WtfIyK4/fbb+f3vf8++++7LrFmzeOtb38r9999fY9SSJEmSBjt78gbI5MmTufXWW4Gyht9mm20GwO9+9zv23ntvrrjiCi666CI23XRTTj75ZA499FA22WQTurq66gxbkiRJ0iBnkrcEzZs3jyFDSufo4YcfvmB45je/+U0A5s+fz5ZbbsmGG27InXfeydFHH81HPvIRAObOncuBBx7Ia17zmjpC11Ju7Olje90+Zd8pbY5EkiRJ/yuTvCXoJz/5CRdeeCERQWZy4YUXApCZRATnnXceBx10EJtvvvkir5s7dy6Zyde+9jXmzZvHf//7X1ZYYYU6fgRJkiRJg1xjk7z+LHmwpOy///7sv//+fOtb3+Jf//oXxx13HAB77rknO+64Ix/84AcBeOihhwDo6upi5syZrLbaapx22mkMGzaME088kf/85z8cddRRbY9fkiRJ0uBn4ZUlaPbs2ey55578+9//5thjj12w/eyzz+aOO+5YMHzz6aefZvbs2ay88spssMEGvPGNb2TnnXdm++2358Ybb+TDH/5wTT+BJEmSpMGusT15dRgxYgTf+MY3GDNmzDO2f+c73+HBBx8EYK211uLcc88F4MQTT2x3mJIkSZIazJ68Jaxngtdq9dVXb18gkiRJkpZKJnmSJEmS1CAmeZIkSZLUICZ5A2D+/Pn9ev7cuXOZO3fuAEUjSZIkaWnS3MIrX1hxCb/fzOf81HPPPZe77rqLo48+mr322ovjjjuOl770pYs858wzz+TJJ5/kAx/4ADfccAOXXXYZJ5xwwjPea++992b69OkMGzYMKBU8X/nKV/LDH/7wf/t5JEmSJDVSc5O8Gn33u99dUD2zq6uLrq4uAD71qU8xfvx47rrrLtZdd90FvXdTpkxhu+226/W9ll12WSZNmsSqq64KwNSpU/nqV7/ahp9CkiRJ0mBkkreEnX322UyfPp0XvehFi2z/whe+wOOPP86b3/xmJk2axL/+9S/WXXdd3vCGN3Dvvffy0pe+lJNOOomnn36ad73rXey///4AzJkzhzPPPJORI0cC8PDDDzu0U5IkSVKfTPKWoD//+c+ccMIJrL322otsP/rooxkyZAinnHIKACeddBKXXHIJjz/+ONdeey277bYbkyZN4oILLuCxxx5bkOABHHLIITzwwAML7q+xxhrstNNO7fmBJEmSJA06JnlL0PDhw/nRj37EJz7xCQBmzZrF3/72N3bYYQeOPfZYIgKAJ554gj/+8Y+sv/76PPTQQwuSwl/96le8733vA0qP3W677bbgvQ866CCmT5/OpEmTFmy76KKLGDVqVLt+PEmSJEmDgNU1l6D11luPsWPHAjBp0iS22247nnjiCQ444IAFCR7AYYcdxsyZpZDL9OnTufvuu7n22mv5y1/+suD18+fPZ7311uOmm27imGOO4aGHHmLq1KmceeaZ3HTTTay33nrt/wElSZIkdTyTvAGy+uqrM3ny5AVJG8Cjjz7K6aefzrBhw5gwYQIAG2+8MT/72c/47Gc/y4MPPsj9998PsEhS2H2/t22SJEmS1Kq5wzX7seTBkjZ//nw222wzAIYMGcKMGTMYM2YMP/nJT7j55ps55ZRTuOyyy5g/fz6PP/44J5xwAhtuuCHvfve72W677Tj33HNZc801ufzyyxk/fjwzZ85k3333JTPZa6+9WGaZZbjnnns4/vjja/sZJUmSJHWm5iZ5NXr88ccX3H7nO9/JoYceyrx581huueU46aSTGDlyJHPmzGHu3LkcddRRrL/++nzhC18AYPLkyayyyio88cQT7Lzzzpx22mnceOON3HzzzcybN48LLriAMWPGcOWVV7L88svX9BNKkiRJ6lSRmXXH0G/jxo3LW265ZZFtd955JxtuuGFNEXUOfw96PsaePrbX7VP2ndLmSCRJkvRcRMStmTmut8eckydJkiRJDWKSJ0mSJEkN0pYkLyJeGBE7RMSq7fg8SZIkSVpaDXiSFxFrApOB1wHXRcSoiPhHRFxfXcZWzzsqIn4fEd8Z6Jja7eGHH37W5/zud7/jqaeeakM0kiRJkpqsHT15GwGfyMxjgSuA9wLnZOaE6jIlIsYB4ymJ4LSI2L4NcQ2Y173udYvcP/roo7nwwgsX3N96662ZMGECK6+8MrNnzwbgYx/7GHPmzHnGe+29995sueWWTJgwgQkTJrDZZpvx/ve/f2B/AEmSJEmD1oAvoZCZVwNExNaUJO5CYI+I2BL4O7AvsDXw08zMiLga2BW4uvV9IuIA4ACA0aNHP+vn9lUt8PnqT5XB7qUN/vvf/3Lqqaey4oor8vvf/55p06axxx57MHToUK699lq233577rjjDn75y1/y0EMP8cMf/pA5c+bwwQ9+kBVWWAGAZZddlkmTJrHqqmWk69SpU/nqV7+6RH82SZIkSc3RlnXyIiKAtwFzgNuAbTLz/oj4LrALsDzwt+rps4DVe75HZp4MnAxlCYV2xN1f11xzDccddxxTpkxhhx124KCDDuIXv/gFxx13HADf//73ueeee4gIJkyYwG233cbo0aPZdtttOf/885kwYQJz585lmWWWWfCec+bM4cwzz2TkyJFAGfo5d+7cWn4+SZIkSZ2vLUlelsX4PhwRXwTWyMwbqofuAtYHHgOWrbaNZJBW/dxuu+3Ybrvt2H777bnqqqt48MEHOe+889hkk00AWGONNejq6mLevHlcf/31bL/99qy22mqsttpqjBw5csHzWh1yyCE88MADC+6vscYa7LTTTm36iSRJkiQNNgOe5EXEYcD9mfkTYCXg+xFxF3AHsAfwJeBpYG/gXGBjYOpAxzUQHnjgAW644Qb+8pe/sOuuu/Le976XX/7yl2y/fZli+Le//Y1tttlmkZ64j370o1x33XXce++9jB07lvnz53PYYYcxceJEdttttwXPO+igg5g+fTqTJk1asO2iiy5i1KhR7fsBJUmSJHW8dvTknQycHxHvpyR2WwNnAQFckplXR8QQ4MsRcSKwU3UZdO69915mzZrF2muvzaWXXsqtt97Ke97zHo4//ngAbr75ZtZZZx3+85//sP322/OHP/yBq6++mvnz57Pqqqty3HHHMXHiRABmzJjBeuutx2mnncb111/P7bffztSpUznzzDMZM2YM++23X40/qSRJkqRO1Y7CK48AO/TY/Koez5lfVdScCJyYmfcNdFwDYYsttmCLLbbgvPPOA+APf/gDL3/5yxc8vvnmmwOlmMrVV1+9oIfv5z//OTvvvDM//vGPFyR5ZRrjQhHR6zZJkiRJatUxc98y88nMvDAz7607lv9FZi5YCuHss89mxx13XOTx2267jXXXXXfB/SeeeILDDjuMY445hhe84AX84Ac/WPA+l19+OePHj+fggw/mqaeeIjPZa6+9GD9+PJdffjnz5s1r3w8mSZIkaVBoS+GVOvRnyYMlaZ999mGbbbbhF7/4BRtssAFrr732Io9feeWV7LbbbhxxxBHMnDmTN77xjRx44IGsu+66nHDCCWy77bYMHTqUiRMnsvPOO3Paaadx4403cvPNNzNv3jwuuOACxowZw5VXXrlgqQZJkiRJ6hal8OXgMm7cuLzlllsW2XbnnXey4YYb1hRR7+bNm0dXV9ci2zKT+fPnM3v2bJZbbjl+85vfLBjGCTBz5kxGjBixyDIK/dGJvwd1vr7WlayrsUSSJEmLFxG3Zua43h5rbE9eJ+iZ4EGZR9fV1bWgF641wQNYccUV2xKbJEmSpGbqmDl5S8Jg7JVckpb2n1+SJElSg5K8ESNG8PDDDy+1iU5m8vDDDzNixIi6Q5EkSZJUo8YM11xnnXWYNm0aM2bMqDuU2owYMYJ11lmn7jAkSZIk1agxSd6wYcMWWZpAkiRJkpZGjRmuKUmSJEkyyZMkSZKkRjHJkyRJkqQGMcmTJEmSpAYxyZMkSZKkBjHJkyRJkqQGMcmTJEmSpAYxyZMkSZKkBjHJkyRJkqQGMcmTJEmSpAYxyZMkSZKkBjHJkyRJkqQGMcmTJEmSpAYxyZMkSZKkBjHJkyRJkqQGMcmTJEmSpAYxyZMkSZKkBjHJkyRJkqQGMcmTJEmSpAYxyZMkSZKkBjHJkyRJkqQGMcmTJEmSpAYxyZMkSZKkBjHJkyRJkqQGaUuSFxEvjIgdImLVdnyeJEmSJC2tBjzJi4g1gcnA64DrImJURJwaEb+OiCNbnveMbZIkSZKk/mlHT95GwCcy81jgCuANQFdmbgGsFRHrR8SePbe1IS5JkiRJapyhA/0BmXk1QERsTenNeyFwfvXwtcB4YNNett3T+j4RcQBwAMDo0aMHOmxJkiRJGpTaNScvgLcBc4AAplcPzQJWB5bvZdsiMvPkzByXmeNGjRo18EFLkiRJ0iDUliQviw8DvwY2A5atHhpZxfBYL9skSZIkSf3UjsIrh0XEPtXdlYDjKMMxATYGpgK39rJNkiRJktRPAz4nDzgZOD8i3g/cAVwM/DIi1gJ2pvTsJXBjj22SJEmSpH5qR+GVR4AdWrdFxIRq21cyc2Zf2yRJkiRJ/dOOnrxnqBK/859tmyRJkiSpfyxwIkmSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNYpInSZIkSQ1ikidJkiRJDWKSJ0mSJEkNMrTuACRJ+l+NOXxyn49NPW5iGyORJKl+9uRJkiRJUoOY5EmSJElSg5jkSZIkSVKDDHiSFxErRsTlEXFVRFwUEcMj4h8RcX11GVs976iI+H1EfGegY5IkSZKkpmpHT967gG9k5g7AA8DhwDmZOaG6TImIccB44HXAtIjYvg1xSZIkSVLjDHiSl5knZeZV1d1RwFxgj4i4KSLOioihwNbATzMzgauBrXq+T0QcEBG3RMQtM2bMGOiwJUmSJGlQatucvIjYHFgZuArYJjPHA48CuwDLA9Orp84CVu/5+sw8OTPHZea4UaNGtSdoSZIkSRpk2rJOXkS8EPg28Bbggcx8qnroLmB94DFg2WrbSCwII0mSJEnPSzsKrwwHzgc+nZl/B86IiI0jogvYA7gNuJUyJw9gY2DqQMclSZIkSU3Ujh6z9wGvAT4TEdcDfwLOAP4I3JyZVwM3AZtGxIlUhVnaEJckSZIkNc6AD9fMzO8B3+ux+agez5lfVdScCJyYmfcNdFySJEmS1ERtmZP3XGTmk8CFdcchSZIkSYOZBU4kSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQTqmuqakJWPM4ZP7fGzqcRPbGIkkSZLqYE+eJEmSJDWISZ4kSZIkNYhJniRJkiQ1iEmeJEmSJDWISZ4kSZIkNYhJniRJkiQ1iEmeJEmSJDWISZ4kSZIkNYhJniRJkiQ1iEmeJEmSJDWISZ4kSZIkNYhJniRJkiQ1iEmeJEmSJDWISZ4kSZIkNYhJniRJkiQ1iEmeJEmSJDWISZ4kSZIkNchzTvIiYs2BDESSJEmS9L/rT0/eFX09EBG/WwKxSJIkSZL+R0P7eiAi3gk8RUkE7wIeiYhXA1sD84HpwETgYOCJgQ9VkiRJkvRs+kzygBOq6z8CvwJmAuOBXYBXUXr2XkZJBOcMXIiSJEmSpOdqccM1/wzcDXwOiJbt3wXuA/4BzM/MuQMXniRJkiSpP57LnLzsY1tv2yVJkiRJNXo+Syi8HViHMjdvnYj4HGDlTUmSJEnqAM8nyZtXXXf35s3DXj1JkiRJ6gjPJ8m7gFJZ8yZgemYeCzywRKOSJEmSJD0vzyfJS/oxJy8iVoyIyyPiqoi4KCKGR8SpEfHriDiy5XnP2CZJkiRJ6p/FLaGwEaWq5peAGykJYQAfAV4K/BWIiBj+LJ/xLuAbmXlVRHyPMqevKzO3iIiTImJ9YGzPbZl5z//2o6kdxp4+ttftU/ad0uZIJEmSJMHik7yPA08CXZSlFLajrJc3BJgM/At4D/DCxb1PZp7UcncU8G7gm9X9aylr720KnN9j2yJJXkQcABwAMHr06Gf5sSRJkiRp6bS45Ozs1vsRsXJm3gLc0rL5guqxZZ/tgyJic2BlYCplTh/ALGA9YPletvWM52TgZIBx48ZZ6EWSJEmSerHYOXkRMaLl7kF9PS8zN3uW93kh8G3gvcBjQHdSOLKKobdtkiRJkqR+6rMnLyJWBm6PiKOBc4FPRsRHeWbBlQRu6DEss/V9hlOGYn46M/8eEbdShmP+BtiYMhR0Wi/bJEmSJEn91GePWWY+AuwP7AdsA7wEuAzYjDInb3Pg58CdwNcjYpk+3up9wGuAz0TE9ZTiLe+JiG8Ae1fvdXEv2yRJkiRJ/bS4nryXA/cC+wIvAKZl5ukR8cnq+tDMPC0ihgJPUJK3Z8jM7wHf6/HelwA7AF/JzJnVtgk9t0mSJEmS+mdx1TWvpCRv8ykVNv/W25Mycy7wlf58aNVLeP6zbZMkSZIk9c/iqmuOBoiIMcCjwNk9nzJgUUmSJEmSnpc+5+RFxDIR8SXgD8D6wISIuBd4Wet1RNxX3ZckSZIk1WxxwzWHAOsCmwD/AF4JzKEM32wVQF9FVyRJkiRJbbS46ppPAvsAb8/M7qGZ0yi9eltn5nRK4vdgZvY6X0+SJEmS1F6LG64ZlHl3n6423QgMB1YHxlTr330C6HV9PEmSJElS+y1uuOYFwO3A3Or+HOBSYDVgWWBbYCTwvoj4T2YeNpCBSpIkSZKe3eKSvPOALwDLRcRG1XOPB8YDawDnVs97MfDwAMYoSZIkSXqOFreEwgURcSHwJeAG4FDgekqRlRdl5g1tiVCSJEmS9JwtriePquDKpyPi4sz8bbX55wMfliRJkiTp+eiz8EqrlgRPkiRJktTBnlOSJ0mSJEkaHEzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUHakuRFxOoRcWN1e+2ImBYR11eXUdX2UyPi1xFxZDtikiRJkqQmGvAkLyJWBk4Hlq82vR44NjMnVJcZEbEn0JWZWwBrRcT6Ax2XJEmSJDVRO3ry5gFvA2ZV9zcDDoqImyPihGrbBOD86va1wPg2xCVJkiRJjTPgSV5mzsrMmS2bLge2yMzNgQ0i4lWUXr7p1eOzgNV7vk9EHBARt0TELTNmzBjosCVJkiRpUKqj8MqvM/O/1e27gPWBx4Blq20je4srM0/OzHGZOW7UqFHtiVSSJEmSBpk6krwrImLNiFgOeCNwB3ArC4dobgxMrSEuSZIkSRr0htbwmUcB1wFPA9/PzLsj4n7gxohYC9iZMm9PkiRJktRPbUvyMnNCdX0d8PIej82KiAnADsBXeszhkyRJkiQ9R3X05PUqMx9hYYVNSZIkSdLzUMecPEmSJEnSADHJkyRJkqQGMcmTJEmSpAYxyZMkSZKkBumYwiuSJKlzjT19bJ+PTdl3ShsjkSQ9G3vyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQUzyJEmSJKlBTPIkSZIkqUFM8iRJkiSpQYbWHYAkSXUYe/rYXrdP2XdKmyORJGnJsidPkiRJkhrEJE+SJEmSGsQkT5IkSZIaxCRPkiRJkhrEJE+SJEmSGsQkT5IkSZIaxCRPkiRJkhrEJE+SJEmSGsQkT5IkSZIaxCRPkiRJkhrEJE+SJEmSGsQkT5IkSZIaxCRPkiRJkhrEJE+SJEmSGsQkT5IkSZIaxCRPkiRJkhrEJE+SJEmSGqQtSV5ErB4RN1a3h0XEZRHx64h4b1/bJEmSJEn9N+BJXkSsDJwOLF9tOhi4JTO3AN4UESv0sU2SJEmS1E/t6MmbB7wNmFXdnwCcX93+NTCuj22SJEmSpH4a8CQvM2dl5syWTcsD06vbs4DV+9i2iIg4ICJuiYhbZsyYMZAhS5IkSdKgVUfhlceAZavbI6sYetu2iMw8OTPHZea4UaNGtSVQSZIkSRps6kjybgXGV7c3Bqb2sU2SJEmS1E9Da/jM04GfR8RWwCuA31KGavbcJkmSJEnqp7b15GXmhOr678AOwK+A7TNzXm/b2hWXJEmSJDVJHT15ZOa/WFhNs89tkiRJkqT+qWNOniRJkiRpgJjkSZIkSVKDmORJkiRJUoOY5EmSJElSg5jkSZIkSVKDmORJkiRJUoOY5EmSJElSg9SyTp4kDWZjTx/b6/Yp+05pcySSJEnPZE+eJEmSJDWISZ4kSZIkNYhJniRJkiQ1iEmeJEmSJDWISZ4kSZIkNYjVNQcJq/lJkiRJei5M8iRJkpYSfTUagw3HUpM4XFOSJEmSGsSePEnSgHK4uSRJ7WVPniRJkiQ1iEmeJEmSJDWIwzUlSZKkQcah8Foce/IkSZIkqUFM8iRJkiSpQUzyJEmSJKlBnJOnBcYcPrnX7VOPm9jmSCRJA819viQ1lz15kiRJktQgJnmSJEmS1CAmeZIkSZLUICZ5kiRJktQgFl6RtFTrq/gEWIBCkiQNTvbkSZIkSVKDmORJkiRJUoOY5EmSJElSg9QyJy8ihgL3VheAg4G3ArsAv83Mj9QRlyRJkiQNdnX15L0KOCczJ2TmBGAZYDzwOmBaRGxfU1ySJEmSNKjVleRtBuwRETdFxFnAG4CfZmYCVwNb1RSXJEmSJA1qdSV5vwe2yczxwKPAssD06rFZwOo9XxARB0TELRFxy4wZM9oWqCRJkiQNJnUlebdn5v3V7buAxyiJHsBIeokrM0/OzHGZOW7UqFFtClOSJEmSBpe6krwzImLjiOgC9gCWp8zJA9gYmFpTXJIkSZI0qNVSXRM4GjgbCOAS4Bjgxog4EdipukiSJEmS+qmWJC8z76BU2Fygqqg5ETgxM++rIy5JkiRJGuzq6sl7hsx8Eriw7jgkSZIkaTCra06eJEmSJGkAmORJkiRJUoOY5EmSJElSg5jkSZIkSVKDmORJkiRJUoOY5EmSJElSg3TMEgqSmm3M4ZP7fGzqcRPbGIkkSVKzNTrJ6+uk0hNKSZIkSU3lcE1JkiRJahCTPEmSJElqEJM8SZIkSWoQkzxJkiRJahCTPEmSJElqkEZX15QkSVLnG3v62D4fm7LvlDZGIjWDPXmSJEmS1CD25KmR+moRtDVQkiRJTWeS14PJgSRJkqTBzCRPep7GHD65z8emHjexjZFIkiRJC5nkSUuTL6zY+/Z1R7c3DkmSJA0YC69IkiRJUoOY5EmSJElSgzhcU5IkaZDqa364c8OlpZtJnjqeBzBJkqTBwUr1ncHhmpIkSZLUIPbkSW1k65YkSZIGmkmeJEmSJNVgoDoAHK4pSZIkSQ1iT56kjuXw1s7TVyEksBiSJEmdwp48SZIkSWoQe/IkSZKkGrlcVDN00t/RJE+SJElLVCed7EpLI4drSpIkSVKDdFSSFxGnRsSvI+LIumORJEmSpMGoY5K8iNgT6MrMLYC1ImL9umOSJEmSpMGmY5I8YAJwfnX7WmB8faFIkiRJ0uAUmVl3DEAZqgl8KzNvi4gdgVdn5nEtjx8AHFDdfRlw9xL8+FWBh5bg+y0pxtU/xtU/xtU/xtU/xtU/xtU/xtU/xtU/xtU/xtU/SzKuF2fmqN4e6KTqmo8By1a3R9KjlzEzTwZOHogPjohbMnPcQLz3/8K4+se4+se4+se4+se4+se4+se4+se4+se4+se4+qddcXXScM1bWThEc2Ngan2hSJIkSdLg1Ek9eRcDN0bEWsDOwGb1hiNJkiRJg0/H9ORl5ixK8ZXfANtm5sw2fvyADANdAoyrf4yrf4yrf4yrf4yrf4yrf4yrf4yrf4yrf4yrf9oSV8cUXpEkSZIk/e86pidPkiRJkvS/M8mTJEmSpAYxyZMkSZKkBjHJ63ARsUlEjIiIV9UdC0BEbBgRW9YdB0BEvL+P7StFxO5tDqf7s0dFxMsiYt2IGN3jsa0i4q11xFV9/voRES33h1bX29UV0+JExJCI2KUD4nhD3TH0FBHrVdcvrTuWbtXf6w09tr2nut6g9bvXbp363Y+IF0fE6F4uL6kpnuER8bJetg+NiA/UEVNfIuIjdccAEBFd3cebiBjWsv1l1XUtf8tOFxHrRcSyEbFf3bF0i4gdI2KviFi5x/YDI2JijXEtGxFfjIiDenls5zpiqj57her61T22j4iITWuIZ3RE7NNzHxbFK6rrZdodV49Y2nrsNsnrIBFxbXUy9I6I2DcitgC+TVlO4j01xXRRRFwZEbdExF+B1YCXRMRuEfG27pO4mry7+0ZEfKpl+xPAse0PB4C1gU2BU4EdIuLgiHhn9Y+9G/C5OoKKiCHAB4GhETG52nxNdf3pOmJqFRE/q66HRMSEavMQ4Ii6YgKIiD2Br0TEayLi3d3JQY3xdFV/y+9Um35QNSgcXB3cxtQZHnBYlRAcX217V3V9CvDq3l82wEF19nf/SuALwFHAr1uuj6wpnpWAgyNi7ZYEdD1gHlBbA1WrKmE/Hjg0Ir7UIcnnJ6t9wyFVkrAx8M3qscvrCqoTk4OIuD1Ko/XHKGsjv6PavlpEfKaOmFp8Fli2hBMHtmy/A/hyHQFFxAZVTC8HftWyvbuR45Ca4uoCfhoRewDHVNu+HxEvoJyvblNDWO8HfgecGBHbR8QuEfFKyrHnm8AVQC0Lo9d17F7qkryIuKpKWlovV0XElXXHRjlJ2h14J7A8MAyYS9kJ/rDtwZSdy2rV518A3AkkMB84HBhJTSfhETGyul6u2vTllpaROZSTkjrMp/yOAM4EVgE+CVwNXAI83O6AovS8XkX5Ph1JSdI/D4yurldrd0xVXEMj4pCICKC75TQpJ7pk5lzK37KO2F4UEd+kNCRsB7yA8n95a0QcEREvrCGmAM7JzPnAnIjYDJiZmfcBbwdGABe2O65umTkPmFf93V4XER+v4twQmJOZt7Y7pk797rf4R2a+NzP3B/5cXd+Zme+tKZ65lP/BHwNfA34KXJulDPf8mmJaICL2Bl4EPAjMoJy07VVnTNX3fk71vZ9L+U4NZeG+6991xNWpyQHwKHA/sBFwLQt/T7sC99UUU/c5xdzM/Elm/gfYJCLeCJCZvwLauaxXq32Ai4B/Ah+NiN9ExAEs/N7PbXdAVcPPxcBTlO/X7Oqhn1COQTsB32pzTB+kHAPXBlYANqDsw1YHRlUxvqP6W7ZVncfupS7Jo2T6H+hx6d5Wm4hYvrrZ88R2XeDJzLy7/VGxUfX53UlL63obT2bmqcAD7Q4qIkYANwCbsPAf49/AodXt5SkHkjri+gHw4WrTFykHrjuBeyjJch1rlvwT2IOykzuvun8u5UTpHGo6CaGcgKwOXFdd08vJZNt/X1WL/J3AsMzck3LC+ypKQ8vmwJOUg0dbVb+b7qEmqwCfB34SEfcCa2TmycDVdfQ2RsSwiLgF2Cwi3k35rs0ClgO+Cnyo3TFVOvK7HxEXRsQ5wEYRcXZ1+5URcTZlv1uXn1MaGrej9DBeDNxVXzjP8F1Ki/yfKCfdNwNDqu9fLcOBI+IGYOMqAR1H6aH6LuV/4QbKyJI6dFxyUFkL+AxwTJUgj6hGcuxCaUxuu4h4J3A61fGm6qX6FOXcsPskfdk6YsvMIynfqaCcj70FWJOSYEENx8jM/CvwviqeLSiNZh8HDgBeA0wF9m9zWKcBj1P+ZmdQ9qP/pfx+kvL7e3/Vy95WdR67l7okLzP/3telrpgiYhSll2c1YD/K8MwPAFsDw4Ep1c65rTLzIsoJ+LmUoYajF/+K9sjM2Zn5GuAPlKFFb6MMpxgVEetQWnDurSMuyrCwScBamfmpKs4/A+8Fprc7psr6lGFhOwP/B7yM0hP7YspwtQ0i4kftDioz/5uZh1F6yFoPVLUu3lm1yG8MZER0D527jbKu6BOZeUKNPS2PR8Q+lKTzaspJ5f9V12Tm4VX8bZWZcyj7rd9RetFXozS0jAH+CIyt/k/brSO/+8DB1eUvwEeq23e3bKvLrpTE7hpa/g8jYmtg5Vg4lLrtImI1ynfpSOB4yrD4X1TXVwJTI2LVdseVmdsAtwOvpfRQfZPyN/1N9diT7Y6piqvjkoOIOJpy4j2kigVKEvxNYHS1H2m7zDw7M9/SsulbwM+AlSLiKkqP8bV1xBal9kBrHYSk7O/Xrs4L16ojLso+dSbwL8p3/N+URPhASsK1V5sbXrYG3kYZXTaH0sDRRTkfXJ/ye7s+M29rY0ytajl21zq/REVmzoiIN7FwR/I64JeUv08XZYf4dLvjqv5BHwG+RPkH+Xz10PCWp9V6Qg5sRTnwJ+XAfySlFemavl8yoJIyNCwjYg3KWPCtKT2Ol1DD3MrMvCYi1qxi+wSlJfdeFvZ8DmFhK1MdhlN6VrrVVqCjW2b+DfhIRIyjtPAeCvyn3qiAEsNwyonak5RhpNtSeoofqTEuMnNutc94BWW4zFjK92o5yoFteUpvWjtj6sjvfmbeDxClCMArKd/5kZTW55ERsXVm/rLdcdH3MPfXAitSerKvb1s0i7qU8t2fRzk5+r/M3DEirsrMHSLiS8A6wEM1xJbAYZRG0d0pPRpR/T88tZjXDZgqOWj9bndCcvBr4E2U3v2jq0bZV1IahEZGxOsy83c1xNVtaERcBhybmTfXGEereSw6uiUo54PzKD1XbZ+aEhFrU75bj1KSvNUy8+yI2JXSQfEE8O6qB6tdbqX0EHf3uO5A6TXbjHIeDSXRWrN7/9tmtRy7TfI6xzjK8IlZLBzq9CfKkIsJmfmuxbx2QGRmVi23j1B2JOtTdjBHAl3VEIc1ImJINda4bSLi1CqeV2TmaRFBZv6+ail8LYu2fLXTdyjjqx+knNS+jPKP/XbKQfaTNcX1AeBvlAT4HOAmFh4cktIS3tYTcICIOJJykG9Vd8MBABFxCmUfeS+lhz0jYn/gjMy8qqawHqQ0Bn0MmEgZHjwR+Fg15Hu/qke57SLi98BLgRMp+7PfAW+kzIf4RmZOqyMuOve7vx6l13+rKo6LKYUoLqIMl6wjybsKWKO6LJCZX4+I7TOzluITlc0pJ3HfphSBGVENbxpWxVjX/PCbgA0p+/gTKN+z6ZTv/5a0zIdrs45LDjLzFxFxN6Uh6LeUocBvo8zl+hCwN+X31nZVcndeFdd91bnEeEoy857MbPvoIIDM/HFEjKf0SEHZV9wOrJCZZ1XD49sd03Tg5CgVxM+hDNGEcn5zGuX/9OvAvm0MazhlP78K5Xf0CCUJ/QllH/ERyrnhRW2MqVUtx+6lLsmrut57nkQGJafZsYaQiIgVKX/4TSh/k7UphSiGUQ4Wt0XEnpn5sxrC66IkLUn5JxpCKYyxHeWg9g3q6Xn5HqV34MzqfndLzRcpVbBqaT2lTGZ/OWV45hDK72YoCye/X11TXPMpO7mnKTu5F1CGh32XsiM8jzaf6EbEcBYWFrqu2lZ3r2Kr9VhYHTKAsymx1tlj9iiwKqVAwacoQ6kPzMzfVsMhj2FhL1W7vR64jFJN8GBKwvffKp7zImJiZj5eQ1yd+N3fCPhBZo6PiB0pc1L/AXwU+Hpm/rqd8bTYkTIX7+XAQZTk5cU1xbKIzJwfEcdS9vWPUIbTvY7SkFCnrSkjR/5KOXa/nTJcOYA9KXOW2q4Tk4MqKf9GdXl1Zn4/IqYDH8vMeyPi4HbH1GJVylzsHSjnFidk5ueqUVavo4YpIAAR8TnKuURWMfwM+BELz3m6+njpQMe1KqV4yF8i4vBq89bApzLzzxFxRptDGkvp4f8HpaPkXsq5a1SXBG7IzEfbHFe3R6nh2L3UJXlUE2k7SWbOBN4aEe+iDPnYlYVduntSvgynUv6526YaanI3cD7lRGljFs7Lez+lpfmmavJ0W2XmLRHxRGbeXk2SnlJt/3VEXE1pXXp7u+OiJC3zKDuVvSgnlTtRkr43AL+IiN2qv3k7DaXMXfkEpdVtE0qL1zGUYQR7tDkeMvNp4DiAiOgePpFUZe2rhK/OfdRoFhZYCRZW63qa0rNXh+spxY6Wycy7IuJPVEWGMvO8iPhoRAyra24L5YRjKKVK3XciYvfMfDAizgI+Tj1Lm3Tcd58yCuGAat91HPDW6iT3PuDYiPhUZu5eQ1xdlMa8/6MMue0efl67qlHoPODmzLwvIq6l9ByMjogTM/PiGsMbSjle/5FyorYXC48Bn6GGJTE6NDl4M3BBZt4YZd2y9wJDW3rJ6pyP+mJKNeWgJAkfjFKxEcrp0I41zcU+m9Ko0d2A9qHMnFPtO6Dsy+rwaeDSajj8NyjnOTOAT1X/q22trpmZV0ZZLuG3lGPkqykdEo9Q9mHDgI9HxJk1DQm+njqO3ZnppYMulJOQ4S33N6qu160pnmWAVarb+1DG8a9X3d8UWLnG39V7+9g+hDK8oo6YRlFO4DYEXltte0VLXAdTDmptj6vl9ogej21b19+wJYaJ1fULgL2q2wFsWWNMa1Ja3lZpuaxKKapT9+9r0+p6PUpBmO7tI2uMqav7b9ey7YDqellKD0IdcXX6d3+DXrbV8h2r9vev6uNve2jNv6cAduxl+7rA4TXG1QW8reX+G3o8Pqqd8bR87nrVPutmyvqsw6rtH6qub60hph2r67GUpGo48P6Wx8fW+Hdcj7I8x9q9XF7cfd5TU2zDKcXv9gSG9Hhso5piiupcZy3gpdW2odX1R4Fda4qp188F1qyul6nr71h9/oJjd4/tA3LsjurNlxoRsVFm/qnHti7KjuYHNYXV3Uq5bvZYKqEa3rB/Zp5SU1wbUnYsL6W00jzCwuEfUA4U360jNiiLaGfmnlWvz9aZeX31O7s+M8cb1yIxrZ6ZD/ayff/M/HEN8awG7JBl6ND1mTkhIr4CTMvMtrYCPlcRsRalOuO3M/OeGuM4sM79VV+qObx9rSHYlZltL5Fe/Q9OyMxrW7a9JzPPiLKW2D3ZQQfCKt6dMvPnNcawWmb+u+X+xllfVbqOFxH7UtaIPLPH9gA2z5qG31bnFTtTEtGLs2XufG/nQm2I5/LM3LkaArk/ZWjd45SiGY8Ab8nMOodsLiJK4a2ngb9lPUPNn1VEjMnMqTV87hBKAZ3DKd+tiRFxQ2ZuExFXZ+b27Y5pcTpkv/rGzLyil+27UoaSzlrSn7nULaEAnFkVTwCgGpd+B6VXqk4rUZYDWDsiXhwRo6uJ+fMok8zr8hRl6MKoKpY3UCpk3UyZt7FB3y8dGNGhi2h3alwtzgeohs4RZU0uqO/7NYQyxw1KUZNzKD0+u0bEJRFxWTUkqyNExAqUggFbUarn1RHDGyJiG8pQv617XMZHxEp1xNXi85RCOmOBr/S4vWFNMQVwWPX/eXy1rXuu5SmUYT21iLI+GBExJBYuTzCEUga8rpi6aJmjGBGrAD+LiPXriqkllgMj4vpq/3Bpy+W2iKhzrdvDKMXIXlzF2X2OMYzy3a9FliHxkzPzZ1nmNG4QEctXf+Phz/b6ATA3ynIcR1CqTR9FmSd4GGU90ravP9oqIq6MiPMi4rfVpgsoI5j+WCUJtYleltGq/o6n1xDLlpQiTcMoQ5FfEhGfpwyd/jxlTmptOnG/Wvk4QETsExGtOcdrKevwLnFL45y88cD3ImIipXv+NspQsVom1baYS0kIfkxZe2QMsHpmjo6Itlau7OE4yrC1tVi4eOp/qMatZ+bHaoipdRHt1WBBJdBaF9Hu1LiqHrODgNkRsSewYXX90up6xXbHBJCZD0TEihFxLuX7fnBm3lFHLD1FxAxK63L33y4oRUSmAp/NzMtqCm0ryv/hSMq+rHtCeXcJ/uOpobJsRCxHaQzKzDy62ja+t9vtlpnzImJeliUeXhdl0d451SiFOZl5azvjqXr0P0qpxNizMWibKs7aGoOq39dcWFAU7ALg9Dp7rlusBBzd2isLEBH/r67RLpWHKPPAf0FpCN2n+p/YjEUrXLZN1Qv1fuCV1YnuUMr5xQ8pvWjnUdaabaeXUKakHEspmLMb8HdKsZODKcs1tb2SeNUwuwPl+H0s8PUqGX2UkozOqx5/Ri9MG72HUtGyC7g0M3ep/lfbvrwW8E/KXOYjKd+jzSm1I3am/B9s1e6AOn2/Wun+/N8CP4wyZ/3hLAV+rhyID1wak7yNKaVL96OUuD+LsgzAGnUNqaj8nDL2ey1KZafdgW1qjKfb9yiVNF9P2Rm/ot5wyiLalJb5tSitSQseqimk8uEdGhfl//wqyo54BcrQnZ7XdbmXMoH7p5QJ22tREpb/UL5v38x6Su/fRenhfDvlBHdORIwCPktZ3L4WmXkULEiavhRl0vsumXlqtf0zNYW2LWXoTmuDQfZxu20iYhhl1MFLqlEb3cvTLEeJ90M1hNWRjUE9dEWp+PYhSin0/wNqSdJ7sU+UqpHdAlgzIj5XV0MClF6ziOiu6jyb8r37IYseC9ppTUphmsmU/89PUSrK3gz8v5qG306n7Ov3AnahJHYvpFSdnk8pDFOHIZTj4wsojWQvoDSidV/PoiTsdSZ5c2FBI8yyLdvr2FesT0mGl6eM8noZZdjmiynH8w0i4kfZ3kI1HbtfjbJEwonA2Ij4CKWAzlcoid7HKMfNAWkMWhqTvAMok5EfouzsLqdUvLmRMgyxLrtSJke/jJYvYtWatHJETMjM62uIaxrwGOULOJtyQP18FeOLIuLazHxDDXFBBy6iXem0uDaglPFegbID3K+6fmf3dUSMzsx/1BDbn1jYK7xPRLyPMvn+41VL9FkRsV011LWdknLgHw6cHxHTKMOTv9QBvf6wcN99Ii3LcmRmHdUryczJ1dDa66re4QBW73k727wMTJWcb0apTDePcvB/lNJzfA7loPvqzGzbEgod3BhElGqH84AJlCIsZ1NOwleshiAOr3ku6FmUHqAHKSNeuudJTaaGpVci4gWU/Wn3Z69T/Q7XplRxrWUaSEQsQ+llOZjSaDyJUsH151VP0KcjYtfMPKbNoc2mrME4krJ/nU/5vs2hFGV5os3xdBtKacxegZLsrURJ9pahJFfnZOY/6wisOibOoexD92Hh/rT7dttl5jVVA2NSqhbvRWmw7V4CoO1LIXXyfpVSefc7lOS4uxDS05Qk+WfA/wNOGogPXhqTvCHAA5n5gYg4kdLVfAdlTGyd+lqG4LWULH9zSgnWdluLkghfCuyZmTu0Plh1kbdddOgi2h0a122UqpD/pJSo/j1lZ/yX6vqvlDLfB7Y7sMz8SnVCck/VC3U38FSU9ZKCUv2wjuFOkZmzoqz1szVlJz2PsthqJ7i8uv46pbW5E8wBzqAUaZpPWYR2XUqifCblANd21TCdoIxCWIEyR3AZSm/eqygH2rYvhk7nNQZB+Z10DymaT9l3jaAcN5el3l5/MnNaRBxFWcB+JUq8UOYG/YL2Lzw+nHJ8bm2E6l6Xq9sSX+D42WTmU5TRN92LtX+Akti9hTJ87f7u3v82ew1l8XMo64X9hzLv/3fAKRHxm8z8druDqn5fW1e/qzcD11LWLj6TMnLjnIj4djsbg1qsTPmfHEb5zkeP23X5AOV4OJXSYHYTC89jk/I/6n6VssYnZV7nzMy8NSL2q3oZl6MkpB/KAVqKbGlM8l6UmdtGKWoyAdik+mXXXeDhKkoL1xqtGzPz6xGxfWZ+uZ6w+CCwDmWx1/lR1t5ptUxEfDEz23Ygiw5dRLtT48rMR4ALq7H7F1NamI+g9ORdAxyUmXWs4zSCMgTmr5TGhBMovY4voMwt266mBA8WJuanAsdkWY9xNHB6RLw7M6fXEVREvJyScL4lIn4NnAYcWcU2BFi+3RXzWryKsqTKMRGxCzAmM0+qbm+dmYc/y+sHRET8npJ4ngiMo5xQvpEyzOgbdQwH7tDGIDLzO7CgINk5wN6UHqFHMnNAWpqfq4h4FaX37l7gA60nRVUSfwtlCG7bZOZDwBcjorvxc1pmnhoRb83MH1WxvaWdMbWKsmbsfEqj1T5VQ9quwPVVjBe2OaT/R/n/mwM8QSlEcStlGOe/qLHBKiI2piR1QekZ/iSlamR3AbALI+L8zPZW4s3Mr1Xx7Z5V1ekoa+12357YznhazAc+QumRuojyt7ubMiT4UUqC19Ykr1P3qwBR1sVbMyJOAV4YEZ+oHvoWZVTcsIGY97w0JnmPRMShlEmjxwDLV0OK6rYj8AXKkLCDKJXoXlxnQACZ+Y6IWJ3SvbwTZWLroy1PWYY2V4zMDl1Eu1PjilIVb2tKT/CHKSe8G1Mm5Z9J6SWuwzLA9pThTq+mnKD9gzKufjPKHL1XZz1LdKxeneheCry8SqLupcxReqiGeLodQWn53pAyP2QeMJGy/+geXrpPTbHNA3aPiJdQGoZWqIbcrkj5m9bl9SxcSPhgyvf/v5Re7PMi4k2Z+Vi7gunUxqAenqwS9PMovbPX1R0QZX/1Qsp3/+rq9/gYpffuDGoejVPFM6K6u3ydscCCUTZTKb+fn0fERZQqlstR5gOdXENYQyiFfL5C6cX7aXX7KEqP2Yi+XzpwqtEk3XPMuitDPkBpxO5eVP52yv9oW3tmI2J34HWUIa7d+4pafk89DKUMR/4EpYd2E8pUqGMof9s92hlMp+9XM3OjiLi0GkX4HuBOSrGa+ZTzoGUYgGP30pjkvZtSpejLVQvNepRhPG2v6NRDd0nj/6MMKUpKl3ztsqyt9uGI2BH4V6dUQISShFbXCfyyezNVYlWXDovrYcrJ0YmUOZb3UBL2sZQTppUiYq3M/Fc7g8rMmZReqCHAZzLzixGxDqU3aEq1I9yvnTG1+BwlaemiDFNblVJdbQPg8Yj4Smb+rt1BZeY+sKBH742UpPM9lIqDbZ3v1ocbKCeP2wCjKSffAVweEctnfWtNdTewzM3M71St4g9GWU7kY5QTvLbo1MagbtFSXj8zH46IPShJ1e2Z+dO64srMj1Yn41dn5rZVrMtTGjl+CtxZDYOqo4LeGpRGg+4T26+3PLbcM58+sKJUVL6CMpxuPcq+4gzKMjpvAb6ePdbkbZPTq9EZh1Y9iT+LiP9HmY/X1iq3rarhmm+KiDUoSctOlMTz7y1PG0rptWq3X1GSuldGxGRKTYTxsGBfUcdSGFCm78wAfhURI6rRXP8G9o2Ibavfadt0+n610r1fPaMaqvnSzPzUQH7gUrcYeqeq/uDv6zkevfpifiIzv977K6VnFxFDq7lJe1Fajq6htFhOpfTO/iozb64xxEEjIsYA62Xm1c/23AH47OHAi4A1MvNX1bYXA2+iTNz+dGZ+qd1xVXGMoTSifZVSeGLFzPxD9diXgMfrKAxTJS1HAF/pPvGIiAMy8+Rqv/uWzDyj3XH1pRp6WNvfsYph5WqYd/f9dYH5mfn3xbysLSJi7cycHhEbZuad1bahwCHAt9o5daAlprdSTuAuoUwJubPlsa2B37U7rihFYQ6mVNY8h1Lw4Q2UnvUdKMlyuwuvDAoR8TKgKzNrq6Tcm4h4NWVI/o3V/QBeXWeCPFhUv6stuo+bNcVwEKXh5dHM/G1E7JSZvxjIz1waF0PvVE9SWtiIiN9HxLURcTOlct5bI+LGWqPTYHd/lHVYTqpa498G7FG1fk2hc8qjd5yIeEdEdEXEFwEyc2odCV5lFcrf7hURcXREHA28jzIc8mjKPONaZOZUSoW6iygVUrsTvGUpSd+smuKaRzm5vSgidqu2nVzF9T1KAYO2ioize9zfqLoeRxkCtUu7Y2qJZXtgo9ZtmXlfZv49IuperPprwMwqgTmx+r+8IEv13TFUPRw12IyS4A2p4hoSERdUj729jrgyc1bVqHIQcF9m/rmac3liZk6gNPSpF5l5d2uCF4suqt12URZp34AyFHGZiNgmIl5LGcJc13SLjtbLcTvrSvCq788RlB7ZcZQ5eUOBl0XE56rLgJyDmeR1iGpYX3eRiceyLEswu7p+LDPbvrikGuWPmbkjpcJTF+VEfFzVYvln3BcsIoru3vMPU5KUN0bE6OrywppCm0fZT7yDkpw/SmmVf4pSeKJumZm7ALMjYofqwHY6cErPUQpLeVwL5ihWozV+HGXh8ZMow6vrHGJzBqVnuDebtDGORUTECpQTpNdS5ig9ViXwI6p92muoYe5gH3HNrzuuKrY3UZbPWSci9olSdn/P6rpngYqlXpUU/CIiNq3u71D1vnTRxiHdvViJst9fizIqYRvK/+J7qaeCZUfq1ON2tT/Yorp7IWWKxXsplVyHUgpK7dD7q/83nth1lpdFxEdZeIB3LK2WlNbv1GjgB5SiBYdTxvifWFNcHalqdBlb3V2LUu1zDGXM//HAn6t5L+32dcoi7S+nVKR7kFIIYAZlvmUtImLriDiE0kI5hHLSuwel4M/T1FBGvpPjomXJnOoEYB5lXa4vdMCQyL9SKkbeWI0o6b5cR1nHte0i4kWUIkgvYOG6aq2OpAzHHZAy5IMtrhaHUGI6lBJf63Vd82M7TkSsEqXq4aqUY+LFUZbx+SewQTXPs475eN3mU5K77wJk5tHAH4C/VPPiREcft2HRc7A1KXPVnwD+CPyGcgxf4uqehKhFdRfF6MlkT/+rMRHxKcoOb3fKGjYPUebk/SHbv9h4R4uIYym/s88B91ZVZm/KzHdWj3+UevafX6YM/9q2ZVsnNAp1L4Mxqbr8v8w8CMoJFHB8REytYQ5Qp8Y1tEo+oRzs16Ak7kTEhtT7t0xKz8VlwM6Uoh0/r25PqiWgzH9GxE6U8vsTKb+z5aIUhdkCuKKOojCdGlePGM+KUpCm5/XZz/7qpcZMyqLU36HMXZxGSeqOouZKqRHxYUrVyGmUnmKqoZpBqZaqSgcft6EUbRtGOQf7I2XJkAFnT15neSIzLwc2iIhvtVy/PCK+VbVES8/HgZRF0D9YXd9L2dntQVkz6QfVHCUVN1MO/L+lpdclInaMiLMy81vtrkZa+Q9l/u6fKC3O76Dsx3enVAStRfW7WJky3PCPwKURsUw1z2BL4BFgVrv3YZ0aV+Xh6vIQ5Tv2UMv9WkTEm1vuzqUUW3kKmFdd15l8BuW7P7O6zKeMSphLGQVT16LHnRpXq05oCOpYmTk3My/PzL0ow+DXo/TQfo/yP1mneygVnk+jNFgNpVRgP5qy/9dCnXrchvI9+hvl/OtmyrF8wJk0dIgo1csuq+5uRxmWtWV1vRWlalhdC0NrkMvM6yiFL75POTh8iLKW2V8pJ79nZuaTtQXYYTLzMmBWZl4BCyo0dlGGR36kxtCeoCQBPwf2p7Tu7lrNN9uT8vesy4aUOYLXAt9mYRWxS4ANqwNsHfuwToxrbmae3n0B/p2ZP2m533YRMYxSHbXjRMTKlHUO5wE3VZfZmXkipRftasqwc+Mqcb0qIq6hrAmp56gayncYMKFKBv7JwvOyWmTmlZQh+itR1rpdJTOvzcydgFdX546io4/bsDDJ+x2lsX0j2tDoYpLXOQ4GdouIYyjV8/ZtuexPfeuFaZCLiP2iVNb8BKUAwLsoLYDzKcP/Huguyayian3/RnV3JmVn/H3KEIuP1RjTpyjVFz9MmWPwEuAT1fCUIyk9U3WaQ1nY9VbK8L6NI+KTLCwqVZdOi6ur+0bVi1j7mqiZOScz927ZtBwwrCpW0H3d1furBzy2Ryh/t3mUnozWtcEiMycBr4+IlYwLKD3976esW9Ybe/RaVL37n6Xs6z8D3BQRB1D2p7vXHRtlWZpRwKuAf0fE2VEq9J4KvLPO+DpJJx63W3TvOxO4jVITYRnKvn8EA7TeoUleh8jMQyhzH+6n7JwfByZXl8uBAV1LQ82VmadRvlsXU+b+fJmyUO6ulHHiMyPi1Lri61AbAPtV87ZuAj5A2SHvCbwlIt7b7oCqSeWXAL+k7B/mUFrqh1N69iZThhjVJYAfUb5ry1MaFeZTfmevMK5F/LfldlJiAjom6ZtLGUnyKKUK6WPV9QZ1BVSNNPgt5f/xRmCFKGXIu4c9XUk1Z2lpjysz52XmfcBjVbKyTh/XWmgGZR+6CuUkfA5lmPeYGmMC2JtSBfgKyvH7OErC8knK0L9aiiF1qI47bsOCffq5lGPRZynzBc8GfkzZP9xGGRq85D87XQy941Stfu/KzO/WHYuaoxpatEpm/rUaxjAqMx+oHtshM6+qN8LOERHvAu6itIRfSDnYd1uGknOdUlNsawOvyMyrqt6VQygnAbVWZazmdA6hJAg9LZOZtayT16lx9aVqjd61Gk5ax+f/mdKbMannMNaIuLZa1qd2EbFeZv615f6wqgpirToprojYgTIntbfqniMy86w2h9TRquT8COBjmblKRGwLnE+ZC3d9Zm5Zc3wjMnN2j23LVPNll3q9HLe/S0msoBy3ycyT64luwbn9ysDTmTm9LZ9pkidJvYuIVYG9M/Oklm37AQ9WRZKkxoiybuYXKUnBkSy6JEAX8O7M/GIdsUkDLSJeT5m/9XR3gY4q8QPYLzN/WFtwek4iYn3KUM29MvO7ETE0M+dGxHaZeU3d8bWbwzUlqYeIGF/dPAvYJSKuaHn4JkoBD6lprqOcID1GKfLwWUoluM9Svvcvqi0yaeCdQ1lD89sAETGOsvD4lpQ5cepg1bDID1LmUu5Sbe5O7D5dS1A1c508SWpRHSh2jogPUUY7vCkirouIH1VPGUbvw5+kwe7uzPwAQERclZkfiIjrWq6dx6Um+zulSMeFEfFqSoGyiZRGj0PrDEyLFxFbUiqH/4kyCmHdiPg8MLq6rmsR9FrZkydJLTJzfmZ+hmdW4zqFchA5Ehjb9sCkgZe93HaNNS0thlBK7f+LshD6n6vbhwAvrDEuPbt/Utb9nQ2cR1le6FzK8Ntz6LvSbKPZkydJPUTEiZQ150ZExGhKieN3UCqt/YMyOf/p2gKUBsa61XIcAby0ur1uj+uv9Cz+IA12EfFWygiN4yn7+ZdRKlCPoez7/1hTaHpu1geOpVRQHkX5+x0OvJgyVHODiPhRZtZSYbMuJnmS9ExfzMyHqrl5nwKmZOZHYcE8jUsjYkJauUrN0l1yfCdgH8ocvFOAGyjz9YazaDEWqSmWp3z3dwH+QFkC4xbKsgXnUubmqUNl5jURsSYLl6TZC7iXhcNsh1BV2FyaWF1TknoREa8CvgC8JzMf7/HY6Mz8Ry2BSQMoIkYBl2fmuIi4BPhsZt5Wd1zSQIuI6yhrz21CGao5BXgX8Gbgq5n5ofqi07OJiBuAvwEvADalFIvqnj+fwJWZeV5N4dXCnjxJ6iEifg08QTkwXFSWLlugC1gW2KKG0KQBExHdi0BvEhGzKGsLfq/6/g+hfO+3zsyZ9UUpDZik9FjfRBmmuTlljbztgTXrC0vP0XzKnMqngYsoyd7dlPXyHqXM1TPJk6Sl3FaZOa9aE68L+Hlm3t/9YLWYvNQomblxRKwOXA7sC7wTGAccmZm/rTU4aeC9Cng9pcrmusCHuxcaj4it6wxMz8lQSg/eJ4DXUHpkVwGOoQy/3aO2yGricE1J6kNErENZI+lfmXlj3fFIAy0ilgV2zMxJ1f1VgQ39/qvpquVzMjMzIlbNzIfqjknPXUSMyswZ1e0RrQWiImLbzLyuvujqYZInSZIkSQ3iOnmSJEmS1CAmeZIkSZLUICZ5kqSOFxGbR8TE5/nazSLigH48f5mI+HhErPA8P+9bEfHJ5/PaHu9jgR9J0vNikidJGgwOBbZ6nq9dFfhqRCz3HJ//QeC9lJLc/VKtr3gQ8O6qiMninjskIs6IiG2r+wdHxHnV7fWAeyLilT1es0lEZETMbblkRLyix/M+GBGT+hu/JKkZXEJBktTRImJjYHfgwYh4e4+H7wDenJnzW57/J2AFFiZpQyhLYdwdEfOAoKz5dmFmHtTjs9YBvkBZM+tPPdZIBPhcZv6kjziXp6zD9EXglcCpEfHu1thaZeb8iPgiMCki3klZo25O1YN4MXBQZt7R42VPA3/PzDEtnzutet0qwEPA8sDs6v0kSUshkzxJUseKiOHAKcCZwPosXMPwJcANwBG9JFHLAXu1ru0WEV8HzsjMPy7ms5YDzge+Cnw5W8pPR8TRwE7AWX28dhhwNjCNsi7T8sCvgAsj4l2Z+WSP518EvIGySO8Q4DJgZUpiOp5yfP5+RIwAZmXmBtVL+yqJncAT1e0n+3iOJGkp4XBNSVJHquaknQbcl5n7AncCX4mIMZQFuz+Zmbf38tKneWYytDswajGfNap6z/uBB4CfVgkWEbEV8DHg3Zk5r5fXvgi4pnr/PYCjgXdTkriXAFMiYqceL3s7sFJmvhh4KXAfZRHmi4FPV9cbZOYaLQkewHBgnYiY2n0B1gCGdf/M6dpIkrTUM8mTJHWqpPTW7V/d/zAwkTJE8/jMPH8xr+3ZuzcHuCgiHq0usyLikpbHXw38l5KcTaYkTldFxI7AJOCAzPxL6xtGxMoRcRQl+ZwGbJeZjwFrA2tWC/NuAVwHXB4Rd0TEWIDMfKpadPkFlF68x4DvUoaSTqH0Gt4UEWv3+DnuBMYAR1W/h/HV/b8u5nchSVrKmORJkjpSZs7PzB8AwyLifcBNwD3At4GjIuJ7EfHmiFirx0uHAnN7ecs3ZeZKmbkSsCKwV8tnXZGZb8rMJzPzQWAHYBXg58D/ZeZ5fYS5OfD+zHxny5DM2cC86n2fyMwPVM+7EfgTQEQMjYi9KYna45QewACGVfPwXktJ/G6JiM1bPm954GHKkMyVKXPwHsLjuSSphXPyJEkdp+rBej+wDbAucCmwX3chkoj4MvA2Si/f6RHxMPDKzJwNjASeWtz7V0Mae31ORLycUjzlhcAbM/OaPt7jEWDH5/LzZOZvgN+0bNoP+Brwmcz8bvW5D1ISOzLzkYjYBbiAMsew29+AZSjH7yGUBC8oQ0w3ei6xSJKazyRPktSJHqTMrTsM2BfYB9inl2qXd1J63NbIzNkRMbS6f39VZXMdFlaZvLB6/TDgv5m5TvebRMRI4I2U5GsnYDqlR+7Uls8cShmK2dVXxcx+OA+YnJn3t2wL4FXdd6qfZ3dKT2Zk8cIq3uOAZTPzYxGxPnAJpYKo6+tJkkzyJEmdJzPnAl8GqIZqHpeZx7U+JyImAN+oEq5/VZvHAI9l5qMR8RSwW2Ze38vrftRy/4XAr4E/U+bPbd66REHL88YAdy+BBA/gl8AaEdFaJGY1YNmI+AcL5xR2ASMoc/vuaXn9dsCJ1e3lKMM3u9flG7EE4pMkDWImeZKkTvf0Yh7rmXBtBdxd3V7cOnELHsvM/wAvhwWJ3BGLed0SqVyZmZu23q8qdP6BsuzClMw8pK/XRsQBlGT2p9WmZYEnMvOhiFi26gFcEmFKkgYpkzxJUpO8D7i2uj0EuKDq0Wu1DKWSZl9WrhYY76mLMqTy2QyjLHXwnETEKyjr830JOAm4JCLOBT6amf9ueV4XcCilsuaemflkNZxzN8qcvOppsQWlcMwTSJKWSiZ5kqRONxz4fEQc3mP7UEohEgAiYnlKpcozqk0jKIuiX9/6omq45pl9fNYI4JHW+XotrxsD3BcRQ55lyOazJnnVPLrXA2+lVNI8PDPPqB7bGfgCcE9EXEaZb3cxsDqlGM3umfmL6q3eQik00937OI9SrOUB4JOLi0GS1FzhmqmSpE4WESsDczNzcb1vvb1uOeCp3hYwX8xrhlAKmjzezzD7JSJOBV4E/Az4SWY+o9etSio/BqwJvKNaV6/r2X6e7iItAxC2JGmQMMmTJEmSpAZx8VRJkiRJahCTPEmSJElqEJM8SZIkSWoQkzxJkiRJahCTPEmSJElqEJM8SZIkSWqQ/w9ZXQZ6dR152wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "brand_man_count=df.groupby(['店名','是否为男士专用','main_type'])['id'].count()\n",
    "brand_man_count=brand_man_count.reset_index(level=[0,1])\n",
    "\n",
    "brand_man_count=pd.pivot_table(\n",
    "    brand_man_count,\n",
    "    index='店名',\n",
    "    columns=['是否为男士专用','main_type'],\n",
    "    values='id'\n",
    ")\n",
    "man_sub_count=brand_man_count['是']\n",
    "ax1=man_sub_count.plot(kind='bar',figsize=(15,6))\n",
    "ax1.set_xlabel('各店名个类别',size=14)\n",
    "ax1.set_ylabel('销量',size=14)\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 男性护肤品销量与销售额情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 男性护肤销量\n",
    "brand_man_count=df.groupby(['店名','是否为男士专用','main_type']).count()\n",
    "brand_man_count=brand_man_count.reset_index(level=[0,1])\n",
    "brand_man_count=pd.pivot_table(\n",
    "    brand_man_count,\n",
    "    index='店名',\n",
    "    columns=['main_type','是否为男士专用'],\n",
    "    values='id'\n",
    ")\n",
    "man_hu_count=brand_man_count['护肤品']['是']\n",
    "brand_man_size=man_hu_count.sort_values()\n",
    "brand_man_size\n",
    "x=brand_man_size.index\n",
    "y=brand_man_size.values\n",
    "\n",
    "# # 男性护肤销售额\n",
    "brand_man_sa=df.groupby(['店名','是否为男士专用','main_type'])['Sales'].sum()\n",
    "\n",
    "brand_man_sa=brand_man_sa.reset_index(level=[0,1])\n",
    "brand_man_sa=pd.pivot_table(\n",
    "    brand_man_sa,\n",
    "    index='店名',\n",
    "    columns=['是否为男士专用','main_type'],\n",
    "    values='Sales'\n",
    ")\n",
    "brand_man_sa_gmv=brand_man_sa['是']['护肤品']\n",
    "brand_man_sa_gmv=brand_man_sa_gmv.sort_values()/10000\n",
    "x1=brand_man_sa_gmv.index\n",
    "x1\n",
    "y1=brand_man_sa_gmv.values\n",
    "fig,ax=plt.subplots(figsize=(15,6),nrows=1,ncols=2)\n",
    "ax[0].barh(x,y)\n",
    "ax[0].set_xlabel('销量',size=15)\n",
    "ax[0].set_ylabel('各品类',size=15)\n",
    "ax[0].set_title('男性护肤品销量')\n",
    "\n",
    "ax[1].barh(x1,y1)\n",
    "ax[1].set_xlabel('销售额/万元',size=15)\n",
    "ax[1].set_ylabel('各品类',size=15)\n",
    "ax[1].set_title('男性护肤品销售额')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论：\n",
    "\n",
    "    男士购买的大多是护肤品；\n",
    "    妮维雅是男生护肤品中销量遥遥领先的品牌，第二第三分别为欧莱雅、相宜本草；\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析时间与销量的关系，体现购买高峰期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sale_number=data.groupby(['Order_date'])['sale_count'].sum()/10000\n",
    "x=sale_number.index\n",
    "y=sale_number.values\n",
    "plt.figure(figsize=(18,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "plt.xlabel('日期',fontsize=15)\n",
    "plt.ylabel('销量/万',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结论：\n",
    "\n",
    "    淘宝化妆品的购买高峰在11号前几天，可能是双十一之前商家提前预热，已经有很大的优惠了，消费者的购物欲望强烈；\n",
    "    双十一当天，销量最低，可能是消费者为了避免网络高峰，在双11号之前提前购买了；\n",
    "    双十一之后的3天，销量远不如双十一之前了，但也逐步增长了，可能是商家持续打折有优惠，以及消费者的购物余热起作用。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true
   },
   "source": [
    "# 任务4：项目总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hidden": true
   },
   "source": [
    "\n",
    "## 数据分析总结\n",
    "\n",
    "    美妆类别中护肤品销量远大于化妆品，其中清洁类、化妆水、面霜等基础护肤类销量最高；\n",
    "    男士购买美妆集中在护肤品类，其中妮维雅品牌是最受男士喜爱的品牌；\n",
    "    价格和热度对销售量有关联，平价基础产品是大多数消费者的选择；\n",
    "    由于商家在双十一提前预热，巨大的优惠力度和为了避免网络高峰，不少消费者选择提前消费，销量高峰出现在双十一前几天；双十一后3天商家持续打折优惠，消费者还保有购物余热，但远不如双十一之前。\n",
    "\n",
    "## 给到商家的建议\n",
    "\n",
    "    消费者对产品价格和热度关注度较高，品牌可以适当调整产品价格并通过诸如网络社交平台的方式提高品牌热度；\n",
    "    对于男性消费者，品牌可以定向推荐平价基础护肤产品，在销量中可以看到也有一部分男性购买化妆品，品牌可以在护肤品中适当捆绑化妆品产品带动消费；\n",
    "    消费者购买欲望并不集中在双十一当天，商家可以提前预热加大优惠力度刺激消费者提前消费，避免网络高峰。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.2"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "165px"
   },
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
